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It is sent as context with every chat conversation. Mention which integrations are configured (e.g. email, Google Drive) so the agent gives correct answers and doesn't deny capabilities it has.","displayNameLabel":"Agent display name","displayNamePlaceholder":"AI Assistant","systemPromptLabel":"System prompt","systemPromptPlaceholder":"You are ...","save":"Save","saveSuccess":"Master prompt saved","saveError":"Failed to save"},"createDialog":{"title":"Create new skill","nameLabel":"Technical name","namePlaceholder":"email_summary","nameHint":"Unique internal identifier (lowercase, underscores).","displayNameLabel":"Display name","displayNamePlaceholder":"Email Summary","descriptionLabel":"Description (optional)","triggerWordsLabel":"Trigger words","triggerWordsPlaceholder":"emails, inbox, mail","triggerWordsHint":"Comma-separated — the skill starts when a chat message contains one of these words.","systemPromptLabel":"System prompt (optional)","stepsLabel":"Steps (JSON array)","stepsHint":"Pipeline steps as JSON. An empty array [] is allowed — the skill then only uses the system prompt. Best to copy the structure from an existing skill.","stepsInvalid":"Steps must be a valid JSON array.","cancel":"Cancel","create":"Create","creating":"Creating…","createSuccess":"Skill created.","createError":"Creation failed."}},"mcpServers":{"title":"MCP Servers","subtitle":"Connect external services as MCP tools","addServer":"Add server","quickConnect":"Quick Connect","createSuccess":"MCP server added","createError":"Failed to add","testError":"Test failed","testTitle":"Test connection","deleteConfirm":"Remove this MCP server?","deleteSuccess":"Removed","deleteError":"Failed to remove","deleteTitle":"Remove server","vaultBanner":{"title":"Manage credentials via Vault","text":"For <code>token_ref</code>, reference vault entries with <code>vault:UUID</code> or keep using the legacy format <code>${SECRET_NAME}</code>.","button":"Vault"},"form":{"authNone":"No auth","credentialSelect":"Select credential or enter manually...","credentialVaultOption":"{name} (Vault)","save":"Save","cancel":"Cancel"}},"telegramBot":{"title":"Telegram Bot","subtitle":"Configure bot token (via Vault), chat IDs and commands","save":"Save","saveSuccess":"Telegram settings saved","saveError":"Failed to save","vaultBanner":{"title":"Manage bot token in the Vault","text":"The bot token is stored securely in the Vault. Select the matching vault entry below or create a new one.","button":"Vault"},"botStatus":"Bot status","online":"Online: @{username}","notChecked":"Not checked","notRegistered":"Telegram MCP server not registered","check":"Check","tokenLabel":"Bot token (vault entry)","tokenSelectPlaceholder":"Select vault entry...","noVaultEntry":"No vault entry configured","createInVault":"Create in Vault","tokenHint":"The token is stored encrypted in the Vault — only business entries with agent access are shown.","chatIdsLabel":"Admin chat IDs","chatIdsHint":"Comma-separated chat IDs. The bot only sends notifications to these chats.","enableLabel":"Enable bot","enableHint":"The bot starts automatically on the next deploy"}},"aiWorkflow":{"badge":"Analysis","title":"Project Acceleration via","highlight":"AI Agents","description":"This analysis compares traditional full-stack development with a workflow empowered by modern agentic AI tools (like Claude Code or Antigravity).","section1Title":"1. Detailed Phase Analysis","section1Desc":"In this table, we review the individual steps of a software project and the resulting time savings.","table1":{"phase":"Phase","savings":"Time Saved","role":"AI Role","phases":[{"name":"Requirements & Planning","savings":"20% - 30%","role":"Creation of user stories, tech specs, and diagrams."},{"name":"Architecture Design","savings":"40% - 50%","role":"Proposals for databases, APIs (OpenAPI), and cloud infrastructure."},{"name":"UI/UX Prototyping","savings":"70% - 80%","role":"Direct conversion of wireframes to functional React components."},{"name":"Frontend Development","savings":"60% - 70%","role":"State management, form validation, and API integration."},{"name":"Backend Development","savings":"65% - 75%","role":"CRUD endpoints, auth, webhooks, and business logic."},{"name":"Infrastructure & DevOps","savings":"80%","role":"Generation of Terraform, Docker-Compose, and CI/CD pipelines."},{"name":"Security Auditing","savings":"40%","role":"Scanning for vulnerabilities (OWASP) in generated code."},{"name":"Testing","savings":"85%","role":"Automated writing of test suites (Jest, Cypress)."},{"name":"Documentation","savings":"90%","role":"Creation of READMEs, API docs, and internal wiki entries."},{"name":"Deployment & Monitoring","savings":"50%","role":"Setup of logging strategies and error tracking."}]},"section2Title":"2. Project-Specific Time Comparisons","section2Desc":"Here we see how this efficiency affects concrete project types (Team size 1-2 p.).","table2a":{"title":"A. Websites (Content Focus)","cols":["Project Type","Traditional","With AI Agents","Multiplier"],"rows":[["Small Landing Page","3 - 5 Days","4 - 8 Hours","~8x"],["Medium Business Site (CMS)","2 - 3 Weeks","3 - 5 Days","~5x"],["Large Portal","2 - 3 Months","3 - 4 Weeks","~3x"]]},"table2b":{"title":"B. SaaS Applications (Feature Focus)","cols":["Project Type","Traditional","With AI Agents","Multiplier"],"rows":[["Micro-SaaS (1 Core feature)","4 - 6 Weeks","7 - 10 Days","~4x"],["Medium SaaS (APIs, Dashboard)","4 - 6 Months","6 - 8 Weeks","~3x"],["Enterprise SaaS","12+ Months","4 - 5 Months","~2.5x"]]},"section3Title":"3. Why does it not scale linearly?","section3Desc":"The larger the project, the smaller the relative speed advantage.","reasons":[{"title":"Integration Complexity","desc":"When connecting legacy systems, the AI requires human guidance."},{"title":"Review Overhead","desc":"When an AI writes thousands of lines of code, code review becomes the new bottleneck."},{"title":"Architecture Responsibility","desc":"Enterprise architecture flaws can cost millions. Humans invest heavily in security."}],"section4Title":"4. Lead Developer's Conclusion","p1":"For Micro-SaaS and SME projects, tools like Claude Code are a total 'game changer', enabling a solo developer to match the productivity of a small team.","p2":"For professional enterprise SaaS, the maximum gain lies in maintainability. The AI ensures that robust documentation and tests exist from day one.","calculator":{"title":"Interactive AI Price Finder","description":"Transparently calculate your cost advantages using our AI-supported workflow compared to traditional agency development.","projectType":"Select Project Type","type1":"Landing Page","type2":"Business Website","type3":"Micro SaaS","type4":"Enterprise SaaS","traditional":"Traditional Agency","aiWorkflow":"Our AI Workflow","savings":"Your Savings","timeLabel":"Development Time","costLabel":"Total Cost (at €150/h)","bookCall":"Schedule an Initial Call","disclaimerTitle":"Made in Germany: Secure & Compliant","disclaimerText":"Note: These are estimates. However, the crucial difference is quality: developed and backed in Germany — we guarantee 100% compliance with GDPR, the AI Act, fully accessible UIs (WCAG), and legally secure cookie consents and terms integration. AI generates code, but we guarantee European legal compliance.","runningCostsTitle":"Monthly Infrastructure Costs","runningCostsDesc":"Full transparency without hidden agency markups. The infrastructure runs directly on your own accounts:","costVps":"VPS Hosting (e.g., IONOS): approx. 5 - 20 €","costSupabase":"Database (Supabase): 0 - 25 €","costAi":"AI APIs (Scaleway, etc.): Pay-as-you-go","costMail":"Emails (IONOS, included in hosting): 0 €"},"empowerment":{"title":"The Empowerment Model","subtitle":"Independence through your own AI Setup","p1":"Hate vendor lock-in? Instead of forcing you into expensive, long-term maintenance contracts, we offer a revolutionary trainer model.","p2":"For a one-time fee, we set up AI coding agents (like Antigravity or Claude Code) and GitHub pipelines directly at your company. We provide intensive training for you or your team on how your new project works. This empowers you to manage minor updates, maintenance, and deployments completely autonomously in the future."},"automation":{"title":"Cost Reduction in Active Operations","subtitle":"Collaborative QA & OpenClaw Agents","qaTitle":"Agile QA Testing (Client as Co-Pilot)","qaDesc":"Traditional agencies charge heavily for internal QA testing. In our workflow, you take over the detailed testing as the domain expert. Through your precise feedback, the AI implements changes in minutes. This drastically reduces project costs and ensures the product fits perfectly.","openClawTitle":"OpenClaw: Your Digital Employee","openClawDesc":"After go-live, we radically reduce your running costs. The background AI agent 'OpenClaw' can completely automate time-consuming routine tasks.","openClawExamples":["Lead Classification: Read incoming emails, enter them into the CRM, and pre-qualify appointments.","SEO Automation: Research topics and write SEO-optimized, multilingual blog articles.","First-Level Support: Answer customer inquiries 24/7 based on your internal knowledge base.","Multilingual & Themes: Automatic translations for new products and ensuring Dark/Light mode design consistency."]},"manifestoTitle":"The New Bottleneck: Your Domain Knowledge","manifestoSubtitle":"Qualified Input = Qualified Output","manifestoP1":"The pure creation of code (syntax) has massively lost its weight. The true challenge in our future projects lies in defining precise workflows and understanding your exact business context.","manifestoP2":"AI programs at lightning speed – but if we don't exactly define WHAT we really need, it builds the wrong thing at lightning speed. Whoever doesn't ask, remains ignorant. Our expert role shifts from pure 'code typing' to strategically orchestrating your input into functioning, agentic systems."},"demoLimit":{"title":"Demo already used","description":"Each visitor gets one demo run. We'd love your feedback — or get in touch if you'd like your own setup.","remaining":"{count} attempt remaining","lastTry":"Last try! Please rate the demo.","blocked":"Demo used up. Reach out if you'd like your own setup.","contactCta":"Get in touch","feedbackFirst":"Rate this demo","submit":"Send feedback","success":"Thank you for your feedback!"},"compliance":{"hub":{"metaTitle":"Compliance & Legal Notes — Schwankl Software","metaDescription":"Cookie consent, GDPR, EU AI Act, accessibility, e-invoicing, AI agents — what is mandatory in 2025/2026 and how we implement it.","eyebrow":"Compliance · 2025/2026","headline1":"Six topics.","headlineAccent":"One architecture.","intro":"Anyone building software in 2026 is also building compliance. We explain the most important regulations in plain language, show you what is mandatory — and take care of the technical implementation. Not a substitute for a lawyer, but technical advice from developers who build software that already meets these requirements.","lastUpdate":"Last updated: May 2026 · Content is updated continuously.","cardsHeadline":"Topics in detail","cardLearnMore":"View details","ctaTitle":"Compliance audit for your project","ctaBody":"We review your existing application against cookie banners, data protection, accessibility, e-invoicing capability and AI labelling. You receive a report with concrete actions and effort estimates.","ctaButton":"Request audit","disclaimerTitle":"Important notice","disclaimerBody":"The content here is technical information, not legal advice. For binding legal information on exemptions, fines or individual cases, please contact a specialist law firm. I help you with the technical part — the legal assessment stays with the lawyer."},"detail":{"back":"Back to overview","sectionAbout":"What it's about","sectionWhoAffected":"Who is affected","sectionDuties":"What is mandatory","sectionService":"What we take care of","sectionLegal":"Legal basis","sectionFaq":"Frequently asked","deepDiveLabel":"Further reading","deepDiveText":"Deep dive on the blog","tryDemoLabel":"Try it yourself","ctaTitle":"Need support?","ctaBody":"Let's talk for 30 minutes. We'll look at your situation and tell you what makes sense as a next step.","ctaButton":"Book a slot","cookie-consent":{"metaTitle":"Cookie consent (TDDDG) — opt-in mandatory, what you need to know","metaDescription":"Active opt-in before any non-essential cookie. What the German TDDDG requires, what the DSK said about Pay-or-Consent in 2024 — and how we implement it GDPR-compliant.","label":"01 · Cookie consent","title":"Cookie consent: opt-in is mandatory","subtitle":"Before any non-essential cookie, active consent is required. Pre-checked boxes, hidden 'Accept' buttons and 'continue browsing means consent' have been unlawful for years — yet they keep being built.","legal":"§ 25 TDDDG (German Telecommunications-Digital-Services Data Protection Act, formerly TTDSG, in force since 14.05.2024) · ePrivacy Directive 2002/58/EC (lex specialis to GDPR for cookies) · GDPR Art. 6(1) lit. a (consent as legal basis) and Art. 7 (requirements for valid consent) · CJEU 'Planet49' (C-673/17, 01.10.2019) · BGH I ZR 7/16 (28.05.2020, Planet49 follow-up) · DSK ruling on Pay-or-Consent (Aug 2024) · EDPB guidelines on consent","about":"$19","whoAffected":["Every website or web app that uses cookies or comparable storage (local storage, IndexedDB, service worker) — including B2B.","Sites with embedded third-party content: YouTube, Vimeo, Google Maps, Twitter/X embeds, LinkedIn buttons, Facebook Like.","Online shops with tracking pixels (Meta Pixel, TikTok Pixel, Pinterest Tag) and conversion measurement.","Marketing-driven sites with Google Ads, Microsoft Ads, newsletter tracking pixels.","Mobile apps with tracking SDKs (Firebase Analytics, AppsFlyer, Adjust) — the ePrivacy duty applies there too.","Connected devices, smart-TV apps, IoT dashboards with analytics or telemetry.","Providers outside the EU once they reach EU citizens (TDDDG market-place principle + GDPR Art. 3)."],"duties":["Consent Management Platform (CMP) on every page, visible BEFORE any non-essential cookies are set, with no 'disappearing' banner.","Granular choice: at minimum 'Necessary / Statistics / Marketing / External media', better still per provider individually.","Rejecting must have the same UX as accepting — no dark patterns, no hidden menu, no 'after three clicks' effect (DSK 2024).","Active action required: pre-checked boxes or 'continue browsing means consent' are invalid (CJEU Planet49).","Withdrawal possible at any time, with the same effort as granting consent (e.g. a persistent fingerprint button in the footer).","Consent logs with timestamp, settings hash, ideally hashed IP and banner version — archive at least 3 years as evidence.","Re-consent on changes to the cookie list, new third-party providers or changed purposes (no 'once accepted = forever').","Privacy policy with up-to-date cookie table: provider, purpose, retention, third-country transfer, cookie name.","Tag-manager check: no tags may fire before consent — Google Consent Mode v2 is not automatically compliant.","Mobile app SDKs: tracking SDKs (Firebase, AppsFlyer) must also sit behind the consent gate.","Audit the reject path: after clicking 'Reject', no non-essential cookies/LS entries may be set (browser test, supervisory authorities are now actively checking this)."],"service":["Selection + integration of a GDPR-compliant CMP (self-hosted or EU provider such as Usercentrics EU profile, Klaro, Cookiebot EU data centre — no pure US platform).","Integration into Next.js with a Server-Components-compatible pattern: no hydration flash, no 'cookie set for a fraction of a second and removed again'.","Consent logging in Supabase (EU) with audit-proof storage: hashed IP, banner version, settings JSON, timestamp, locale.","Reject path test with a real browser (Playwright): proof that after 'reject' no non-essential cookies/LS entries are set — as a CI smoke test.","Inventory audit of your site: which cookies are actually set (before and after consent), which are missing from the cookie table, which sneak in invisibly through third parties.","Privacy policy update with current providers, purposes, retention periods, third-country transfers — automatically synced with the CMP configuration.","Re-consent workflow on changes to the cookie list: bump the banner version, mark old consents as 'expired', collect new consent.","Optional: Pay-or-Consent review per DSK guidance (Aug 2024) — genuinely voluntary, reasonable price, paid offer actually usable.","Annual re-audit: new third parties, changed cookie lists, new authority guidance, browser-behaviour changes (e.g. third-party-cookie phase-out)."]},"dsgvo":{"metaTitle":"GDPR 2026 — what's mandatory and how we implement it technically","metaDescription":"Records of processing, DPAs, EU hosting, deletion concepts, access procedures, Schrems II. What GDPR has required since 2018, what changed in 2024-2025 — and how we implement it.","label":"02 · Data protection","title":"GDPR: eight years old, still mandatory","subtitle":"The General Data Protection Regulation has been in force since 25.05.2018. Even so, many companies have no complete record of processing activities, no DPA with all service providers, no documented deletion periods. Audits by the supervisory authority get expensive fast.","legal":"Regulation (EU) 2016/679 (GDPR) · German Federal Data Protection Act (BDSG, 2018 revision) · DSK short papers and resolutions · ECJ ruling 'Schrems II' (C-311/18, 16.07.2020) · EU Commission Decision 2021/914 (new Standard Contractual Clauses) · EU-US Data Privacy Framework (adequacy decision 10.07.2023) · German TDDDG (formerly TTDSG) for cookies — see Cookie Consent page","about":"$1a","whoAffected":["Every company or sole proprietor with a newsletter, contact form or employee data — no thresholds.","Online shops, SaaS providers, app operators — as soon as personal data is processed (effectively always).","Employers towards employees (HR files, salary, sickness data, IT logs).","Associations, foundations, NGOs with member lists or donor data.","Self-employed consultants, doctors, lawyers, tax advisors (client/patient data = often special categories Art. 9).","Public authorities, public bodies and education providers (additional duties from BDSG and state laws).","Providers outside the EU as soon as they address or monitor EU citizens (Art. 3(2) — extraterritorial)."],"duties":["Record of processing activities (RoPA) maintained and current — for every kind of processing, with purpose, legal basis, recipients, retention periods.","Data processing agreement (DPA) with every external service provider (hosting, email, AI, analytics, backup) — in writing, before any data flow.","Privacy policy compliant with Art. 13/14: separated per service/sub-domain, with controller, purposes, recipients, third-country transfers, rights.","Privacy by design / by default (Art. 25): data protection in the architecture from day one, privacy-friendly defaults.","Technical and organisational measures (TOM, Art. 32): encryption, access control, backup, pseudonymisation, incident response.","Deletion concept: retention periods per data category documented AND technically enforced (cron job, not 'we'll do it manually').","Access and erasure procedure: respond within 1 month (Art. 15-17), verify identity, deliver data package in structured form.","Data Protection Impact Assessment (DPIA, Art. 35) for high-risk: profiling, AI scoring, big-data analytics, biometric data, employee monitoring.","Breach reporting paths: 72h to supervisory authority (Art. 33), at high risk also inform data subjects (Art. 34).","Third-country transfer (Schrems II): SCCs 2021 + Transfer Impact Assessment OR adequacy decision (e.g. EU-US DPF) OR Art. 49 exception.","Designate a Data Protection Officer if >20 people process data automatically OR data processing is the core activity."],"service":["EU hosting by default: Scaleway Paris for backend, Supabase EU for database, IONOS Germany for frontend — minimises third-country risk from day one.","Record-of-processing template in markdown inside the repo, automatically synced with the built-in services (no 'where was that Excel file').","DPA audit for existing service providers: check which DPAs exist, which are missing, which are outdated (sub-processors, new SCCs 2021).","DPA templates per service-provider type + central archive with annual review reminders.","Privacy policy generator: one block per service, automatically synced with the codebase — when a new tool is added, the policy text comes with it.","Automatic deletion of expired data via cron jobs + audit logs (e.g. cookie consent records after 24 months, contact requests after 12 months).","GDPR request workflow: admin UI for access, erasure, rectification with timestamp, identity check and proof in the audit log.","Logging concept that takes data minimisation seriously: no PII in plain-text logs, IP hash instead of IP, short retention periods.","Data mapping as a diagram: which data is stored where, for how long, who has access — the basis for RoPA and DPIA."]},"ai-act":{"metaTitle":"EU AI Act (Regulation 2024/1689) — what software providers must do now","metaDescription":"Risk classification, AI labelling, human-in-the-loop, audit trail. How the AI Act works and how we build software around it — with deadlines, fines and practical examples.","label":"03 · EU AI Act","title":"EU AI Act: the first comprehensive AI law","subtitle":"Regulation (EU) 2024/1689 has been in force since 02.08.2024. It classifies AI into four risk classes — prohibited, high, limited, minimal — and sets duties for each. Violations cost up to EUR 35 million or 7% of global turnover.","legal":"Regulation (EU) 2024/1689 (AI Act) · EU Commission implementing regulations · GDPR Art. 22 (automated individual decisions) · revised ProdHaftG (product liability for AI damages, transposing EU Product Liability Directive 2024/2853) · NIS2 Directive (when AI is used in critical infrastructure) · Art. 99 AI Act (penalties)","about":"$1b","whoAffected":["Providers of AI systems marketed or used in the EU — regardless of where the provider is based. A US startup with German customers is in scope.","Deployers: companies or authorities using AI in their operations (e.g. AI-supported candidate pre-screening, automated claims handling, customer-support chatbot).","Importers and distributors of AI systems from third countries — they share liability if they place a non-compliant system on the EU market.","SaaS providers integrating AI features into existing workflows — even if the underlying model comes from OpenAI or Anthropic.","GPAI providers (general-purpose AI) with their own models — stricter duties above 10^25 FLOPS training budget (Art. 51 ff.).","Public bodies and authorities using AI in Annex III areas (social benefits, migration, law enforcement).","Any employer using AI for personnel decisions (recruiting, performance, dismissal) — almost always high-risk (Annex III point 4)."],"duties":["Art. 4: AI literacy — staff using AI must be trained (in force since 02.02.2025, often overlooked).","Art. 5: actively rule out prohibited practices (manipulation, social scoring, untargeted face capture, emotion recognition in the workplace or educational settings).","Art. 6-7: check high-risk classification against Annex III — before release, documented, with a lawyer if in doubt.","Art. 9-15: for high-risk, a full risk management system, data-quality checks, technical documentation and logging.","Art. 13: transparency — users must know what the AI does, with which data, at what accuracy.","Art. 14: human oversight — for high-risk, a human must be able to intervene before the decision takes effect.","Art. 26: deployer duties — check input data, retain logs (at least 6 months), report incidents.","Art. 49-50: labelling — AI-generated content (text, image, audio, video) must be visibly marked. High-risk also requires CE marking.","Art. 50(1): chatbots, voice agents, AI assistants — users must be able to tell they are talking to a machine.","Art. 71: serious incidents (harm to health, safety, fundamental rights) must be reported to the market-surveillance authority within 15 days.","GPAI (Art. 51-55): publish a training-data summary, copyright policy, document energy consumption — duty since 02.08.2025.","GDPR Art. 22: no fully automated individual decisions with legal effect without opt-in or statutory basis."],"service":["Risk classification per feature, documented in the repo (`docs/history/YYYY-MM-DD_*.md`) with references to specific AI Act articles — auditable and review-ready.","AiBadge component for all AI outputs (text, image, audio) — DE+EN, dark/light mode, with provider and confidence score where available.","Approval gates for customer-facing AI content (blog, email, invoice) — the AI proposes, a human approves. Nothing is sent automatically.","Audit logs in Postgres with admin search UI: which agent did what when, with which model, which prompt, which result. Retention: 6+ months (Art. 26(6)).","EU-hosted models by default (Scaleway Paris with Mistral and Pixtral) instead of US LLMs for sensitive workloads — lower compliance risk for GDPR third-country transfer.","Privacy policy with a dedicated AI section: which models, which data, which purposes, which rights the user has (access, deletion, objection).","AI literacy training for your team (Art. 4): two-hour workshop on when AI may be used, where limits are, how incidents are reported.","Risk workshop for your product: 90-minute session in which we determine the AI Act risk class together and produce a written report.","For high-risk: full risk management system per Art. 9-15, including threat model, test-data documentation, technical specification and conformity assessment."]},"barrierefreiheit":{"metaTitle":"Accessibility (BFSG) — mandatory since 28.06.2025 for B2C sites","metaDescription":"What the German Accessibility Strengthening Act requires, who it applies to, what it costs — and how we build websites WCAG 2.2 AA-compliant. With audit, training and statement page.","label":"04 · Accessibility","title":"Accessibility: BFSG since 28.06.2025","subtitle":"The German Accessibility Strengthening Act (BFSG) implements EU Directive 2019/882 (European Accessibility Act). B2C websites, apps, e-commerce, e-books and online banking must be accessible since 28.06.2025. Violations: up to EUR 100,000 in fines plus distribution bans.","legal":"German Accessibility Strengthening Act (BFSG, in force since 28.06.2025) · BFSGV (regulation implementing the BFSG) · EU Directive 2019/882 (European Accessibility Act, EAA) · EU Directive 2016/2102 (public sector) · BITV 2.0 (federal/state/local government) · Harmonised standard EN 301 549 V3.2.1 · WCAG 2.2 Level AA as technical benchmark","about":"$1c","whoAffected":["Online shops (B2C) — regardless of company size, because e-commerce is its own mandatory category.","Banks and financial services with online banking, trading platforms, credit/account applications.","Transport companies and travel providers with online booking, tickets, live departure times.","Providers of e-books, e-readers and digital reading devices.","Payment providers (ePayment, wallet apps, pay buttons).","Telecommunications companies with consumer portals (contracts, hotline booking).","All other companies with a B2C website or app once they hit >10 employees OR >EUR 2m turnover."],"duties":["Keyboard operation: every function reachable without a mouse, logical tab order, no 'keyboard trap' effect.","Screen-reader compatibility: semantic HTML (heading hierarchy, landmarks), ARIA roles only where HTML alone isn't enough.","Colour contrast: at least 4.5:1 for body text, 3:1 for large text (from 18pt) and UI components/graphics.","Scalable text up to 200% without loss of function and without horizontal scrolling.","Focus indicators visible and consistent (no 'outline:none' without a replacement), with sufficient contrast.","Touch targets at least 24×24 CSS pixels (WCAG 2.2 SC 2.5.8) — important on mobile.","Alt text for every informative image, captions for video, transcripts for audio.","Form labels clearly associated, error messages understandable and with a hint how to fix.","Animations reducible (`prefers-reduced-motion`), no auto-play longer than 5 seconds.","Statement of accessibility on the site: state (fully/partially/not), exceptions with reasons, contact, conciliation body.","Feedback mechanism for users (email or form) with a response-time promise."],"service":["WCAG 2.2 AA audit: automated scan (Lighthouse + axe-core) plus manual review plus screen-reader test with NVDA (Windows) and VoiceOver (Mac/iOS).","Written audit report with priority (blocker / critical / optimisation) and concrete code pointers, not just 'problem here'.","Semantic HTML refactoring where components aren't accessible — from buttons to navigation menus, modals, tabs.","Component library audit: existing UI components (buttons, inputs, cards) checked against BFSG and brought up to standard.","Accessibility panel for end users: font-size slider, high-contrast mode, reduced motion, read-aloud — not a pseudo-toolbar, but real CSS classes the components actually react to.","Statement page with the legally required content (date, contact, feedback address, conciliation body) — DE and EN, synced automatically with the audit history.","Feedback form with categories, file upload and a response-time promise (typically: 5 business days for first reply).","Team training for developers and content editors: 2-3 hour workshop on WCAG basics, screen-reader demo, definition of done.","Continuous review on new features (a11y as standard in the definition of done, CI tests with axe-core, manual smoke tests before release)."],"tryDemoText":"Live scan of your website — axe-core + AI explanation in plain language"},"e-rechnung":{"metaTitle":"B2B e-invoicing — mandatory since 01.01.2025 in Germany","metaDescription":"XRechnung and ZUGFeRD done right. Who must do what when, which formats apply, how to archive in a GoBD-compliant way.","label":"05 · E-invoicing","title":"E-invoicing: B2B mandatory since 01.01.2025","subtitle":"Germany's Wachstumschancengesetz made electronic invoicing mandatory in B2B. Receiving must be possible for everyone since 01.01.2025. Sending is staggered: from 01.01.2027 for everyone with turnover above EUR 800k, from 01.01.2028 for all B2B. PDF alone is not enough — structured XML is required.","legal":"German Wachstumschancengesetz (Art. 23) · § 14 UStG · GoBD (principles for proper computer-aided accounting) · EN 16931 · CIUS XRechnung","about":"$1d","duties":["Receiving capability since 01.01.2025 (email inbox for XRechnung/ZUGFeRD).","Structured format per EN 16931 (XRechnung CIUS or ZUGFeRD profile EN 16931).","Validation against the KoSIT validator (Schematron check for XRechnung).","Mandatory fields: service/delivery date, VAT ID, order reference, bank details.","Discount terms in structured fields, not free text.","GoBD-compliant 8-year archive, immutable (hash-secured).","No format change on receipt: the original XML is the invoice.","On errors: cancellation + new invoice, no after-the-fact editing.","Document inbound timestamp and receipt proof (date, time, sender) — GoBD requires traceability from arrival.","Automatic detection of XML attachment vs. descriptive PDF: XML is the invoice, PDF only the visualisation — processes must separate them.","Use the transition rule until 31.12.2026 with documentation: paper/PDF sending only with documented recipient consent — otherwise inadmissible from 2027."],"service":["Implementation of an e-invoice generator (XRechnung 3.0.x or ZUGFeRD 2.3+).","Validation against the KoSIT validator before every send (no 'just ship it').","GoBD-compliant archive in Supabase Storage with hash lock and write protection.","Receiving path: email inbox + parsing (extract XML, validate, import into accounting).","Integration with DATEV export or existing ERP (lexware, SAP, etc.).","Migration of legacy PDF invoices: assess which ones still need conversion.","Status dashboard: received/sent/open/rejected invoices.","Test suite with valid + intentionally broken XRechnungen (missing VAT ID, wrong date format, invalid schema) as regression protection before every deploy.","Rejection workflow: automatic email to accounting with the KoSIT error in plain text (no XML wall of text) — including correction hints."],"whoAffected":["All B2B businesses in Germany — from solo trades to corporations. Receiving has had no turnover threshold since 01.01.2025. Sending is staggered: from 01.01.2027 for businesses with more than EUR 800,000 prior-year turnover, from 01.01.2028 for everyone.","Small businesses (Kleinunternehmer, § 19 UStG) — they must be able to receive and read e-invoices, even if not yet obliged to issue them.","Contractors to public authorities — B2G has been XRechnung-mandatory since 2020 (federal and state e-invoicing regulations).","Landlords with commercial letting to businesses (office, shop, warehouse) — rent is a B2B turnover.","Associations and foundations with taxable commercial operations (sponsoring, advertising, sales to businesses).","Tax advisors and accounting service providers — they need to serve clients in both directions (receipt and sending).","Online shops with B2B customers (SaaS, digital goods, physical products) — including cross-border, if the recipient is in Germany."],"tryDemoText":"Validate your XRechnung XML or ZUGFeRD PDF — KOSIT validator + AI explanation"},"ai-agents":{"metaTitle":"Building AI-agent workflows compliant — AI Act + GDPR Art. 22","metaDescription":"Multi-agent systems done right: audit trail, approval gates, EU-hosted models, rollback paths. How we implement AI agents GDPR- and AI-Act-compliant.","label":"06 · AI agents","title":"AI-agent workflows: compliance is architecture","subtitle":"Several AI agents working together is state-of-the-art — but legally demanding. You combine AI Act duties (Art. 26 human oversight, Art. 50 labelling) with GDPR Art. 22 (no fully automated individual decisions). Without an audit trail, no compliance proof.","legal":"Regulation (EU) 2024/1689 (AI Act) · GDPR Art. 22 · GDPR Art. 30 (records of processing) · GDPR Art. 35 (DPIA for profiling)","about":"$1e","duties":["Per agent run: full log (input, model, output, timestamp, tool calls).","Approval gates at critical decisions (hiring, budget, code deploy, customer contact).","Memory system for the audit trail (continuous-learning pattern, insights, improvements).","Rollback option for every agent action (no 'irreversible by design').","EU-hosted models for sensitive workloads (Scaleway Paris, no US provider).","Tool rules per agent: which APIs may it call, which data read, which actions take.","Human oversight dashboard for admin review of agent outputs before production.","Retention: delete AI prompts and logs after 30 days (unless legal retention applies).","AI labelling for every output to end users (Art. 50 AI Act): AiBadge, audible cue, text marker — machine-readable AND visible to humans.","Model card per deployed model: provider, version, training data provenance, known bias, language coverage — foundation for risk decisions.","Kill switch for anomalies: rate explosion, token overrun, content floods or hallucination cascade — automatic stop, not 'I'll check tomorrow'."],"service":["Architecture with clear agent roles (e.g. CEO/CTO/engineer pattern), tool rules per role.","Memory system (insights/improvements as separate collections with audit reference).","Approval workflow before production actions (admin UI, email notification).","Audit logging in Postgres with search UI: agent, run, input, model, output, time.","EU-hosted models by default (Scaleway Mistral, Pixtral) — US LLMs only on opt-in.","AiBadge integration on every AI output (DE+EN, visible to end users).","Dashboard with agent run history and filters (by agent, date, status).","Cost control per agent run: budget limit, token counter, automatic brake on overrun — protects against runaway bills and runaway agents.","Hallucination detection with confidence score: below threshold X automatic human triage instead of auto-publish — including a UI to refine."],"whoAffected":["Software providers and agencies building or operating AI agents for clients — 'providers' in the AI Act sense.","SaaS companies with autonomous AI features: auto-reply, auto-booking, auto-purchase, content automation — anything that happens without human approval is scrutinised more strictly.","HR and recruiting tools with CV scoring, video interview analysis, applicant ranking — high-risk under Annex III with elevated duties.","Fintech and credit providers with ML scoring, creditworthiness or fraud detection — also high-risk (Annex III), plus GDPR Art. 22.","E-commerce with dynamic pricing, personalised recommendations or autonomous bot support toward end customers.","Businesses with internal AI agents for accounting, reporting or compliance checks — documentation duty applies even without external effect.","Operators of chatbots and virtual assistants — Art. 50 AI Act requires labelling, even for simple FAQ bots."]}},"faq":{"cookie-consent":[{"q":"Is it enough to show the banner once and never again?","a":"No. As soon as the cookie list changes (new third party, new purpose, different retention), consent must be requested again. And if a user clears what your CMP set (e.g. cookies deleted), the banner comes back — which is correct."},{"q":"Can the 'Accept' button be more prominent than 'Reject'?","a":"No. The German DSK clarified in August 2024: rejecting must be possible with the same effort as accepting — no dark patterns, no hidden menu, no 'three clicks deep' effect. Otherwise the consent is not free and is invalid."},{"q":"What counts as a 'strictly technically necessary' cookie?","a":"Very little: session cookies for login, shopping cart contents, CSRF tokens, language preference on direct user request. Statistics cookies, marketing pixels, tracking, embedded YouTube/Maps frames are NOT strictly necessary — even if 'just for reach measurement'."},{"q":"I use Google Tag Manager. What do I need to check?","a":"The Tag Manager itself is usually not the problem — the tags it serves are. Make sure no marketing or statistics tags 'fire' BEFORE consent. Google Consent Mode v2 helps but is not automatically compliant — if you use 'Basic Consent Mode', hits are still sent (in restricted form). 'Advanced' plus a real block by the CMP is safer. Auditing via Chrome DevTools (Network tab before clicking consent) is the easiest test."},{"q":"Does the TDDDG apply to my mobile app too?","a":"Yes. § 25 TDDDG talks about 'end devices' — smartphones, tablets, smart TVs and IoT devices count just as much as laptops. So tracking SDKs (Firebase Analytics, AppsFlyer, Adjust, Meta Audience Network) must sit behind the consent gate just like browser cookies. iOS tracking permission (ATT) is a separate duty (Apple's App Store) and does not replace TDDDG consent."},{"q":"Is 'pay or consent' (pay instead of accepting tracking) allowed?","a":"Limited yes, with conditions. The DSK clarified in August 2024: only if the paid offer is a 'real' service (no feature downgrade), the price is reasonable, and users are not pushed into a de-facto forced situation. The CJEU (Meta ruling 2023) and EDPB opinion 4/2024 set strict requirements. Pure 'accept tracking or pay EUR 9.99/month' models are highly risky in practice — warning letters very likely."}],"dsgvo":[{"q":"As a sole proprietor, do I need a Data Protection Officer?","a":"Only from 20 people regularly processing personal data automatically. OR if data processing is your core business (e.g. marketing agency, tracking provider). As a solo developer without staff, typically no — but you still need RoPA and DPAs."},{"q":"Is a server in Germany enough to be GDPR-compliant?","a":"EU hosting is necessary but not sufficient. You still need DPAs, deletion concept, privacy policy, access procedures etc. And if your hoster has sub-processors in the US (CDN, logging service), you are back to the third-country transfer issue — check!"},{"q":"How long can I keep logs with IP addresses?","a":"IP addresses are personal data. Keep them only as long as strictly necessary — typically 7 days for web logs, 30 days for security audits. Longer only with concrete legal basis (e.g. ongoing incident). Anonymised logs (truncated IP) may stay longer."},{"q":"Newsletter: is double-opt-in enough, or do I need more?","a":"Double opt-in (confirmation email with click link) is the minimum standard — without it, consent is invalid. On top you need: documented timestamp + IP of the sign-up + confirmation click (in the confirmation log), clear information about purpose (what you'll inform about) and provider (e.g. Mailjet, Brevo), unsubscribe link in EVERY email, and separation of sign-up from other buttons (no 'on ordering, you're automatically signed up to the newsletter')."},{"q":"Someone files an access request (Art. 15) — what do I have to deliver?","a":"Within 1 month (Art. 12(3), extendable by 2 months for complexity): a structured copy of all data about the person, plus the purposes, categories, recipients, retention periods, source (if not collected directly), whether automated decisions take place. Verify identity first (email from the account usually suffices), deliver as JSON/CSV plus an explanatory cover note. Do not include third-party data (employees, other customers from conversations)."},{"q":"A data breach happens — what must I do in the first 72 hours?","a":"Immediately, internally: stop the incident, determine scope (which data, how many people), preserve evidence (logs). Within 72h notify the competent supervisory authority (Art. 33) via their online form — even if not everything is known, supplementary notifications are allowed. If high risk to data subjects, also inform them (Art. 34), in plain language and with guidance on what they can do. Document everything — the supervisory authority requires the breach register."}],"ai-act":[{"q":"My chatbot only answers product questions — am I affected?","a":"Yes. Even a simple chatbot falls under Art. 50 AI Act: the user must be able to recognise that they are interacting with AI (not a human). That is 'limited risk' and only costs you a clear hint in the UI. You only become high-risk under Annex III (education, employment, law enforcement etc.)."},{"q":"What do I need to do if I publish AI-generated text on my website?","a":"Art. 50 requires labelling as AI-generated — visible to the user. In Schwankl Software installations that's the `<AiBadge />` component. If AI only 'rephrased' a human-written text, the situation is fuzzy — labelling is always the safer choice."},{"q":"Can I use OpenAI/Anthropic in the EU or does everything have to run on EU servers?","a":"You can use them, but you need a viable framework for the third-country transfer (Standard Contractual Clauses + Transfer Impact Assessment) AND must inform users transparently. For sensitive workloads (HR decisions, health, finance) I recommend EU-hosted models like Scaleway Mistral — lower compliance risk."},{"q":"What does a concrete AI Act violation cost?","a":"Art. 99 sets three tiers: prohibited practices (Art. 5) up to EUR 35m or 7% of global turnover — whichever is higher. Violations of high-risk or GPAI duties up to EUR 15m or 3%. Misleading information to supervisory authorities up to EUR 7.5m or 1%. For SMEs the fine is capped at the lower of the two values (absolute/percentage) — but it's still six figures."},{"q":"Do I need my own AI policy for staff?","a":"In practice, yes — even if the AI Act doesn't literally use the word 'policy'. Art. 4 obliges every provider and deployer to ensure that staff using AI have sufficient AI literacy. In real terms that means: a written guideline on what is allowed (e.g. ChatGPT for internal research), what isn't (e.g. dumping customer data into external LLMs), how incidents are reported, plus training on onboarding and annually. I provide a template and the workshop."},{"q":"How do I document risk assessments audit-ready?","a":"In the repository, not in a Word file. One entry per feature in `docs/history/YYYY-MM-DD_*.md` with: which AI Act articles you checked, the resulting risk class, who made the decision, what controls are in place, what tests exist. If a supervisory authority shows up, you can show git history + code instead of 'there was a PDF somewhere'. That's also the standard the EU Commission recommends in its guidance."}],"barrierefreiheit":[{"q":"My shop has 8 employees and EUR 1m turnover — am I affected?","a":"It depends. Both thresholds must be BELOW the line to use the exemption: fewer than 10 employees AND less than EUR 2m turnover. With 8 staff and EUR 1m you'd already be out. BUT: e-commerce is its own mandatory category without thresholds — if you sell B2C, BFSG always applies."},{"q":"Is a 'toolbar' with font size + contrast that many sites embed enough?","a":"No, that's window dressing. Most toolbars set DOM classes without the components reacting — so click OK, effect zero. Real accessibility is the site itself: semantic HTML, keyboard operation, sufficient contrast, correct ARIA roles. A toolbar can be a comfort layer, but replaces nothing."},{"q":"What is the 'statement of accessibility'?","a":"Mandatory site content: state of conformity (full / partial / none), areas not yet accessible (with reason), contact for issues, conciliation body. Format: a dedicated page, usually linked in the footer. Even if not everything is fulfilled — transparency is required."},{"q":"What concretely happens if I don't meet the BFSG?","a":"Three stages: first the competent market-surveillance authority (Federal Accessibility Centre via the state-level bodies) can raise objections and demand remediation. Second, fines up to EUR 100,000. Third, the authority can prohibit distribution of the product or provision of the service until the defect is fixed — for online shops that effectively means a shutdown. On top of that come consumer-association warning letters and reputational damage."},{"q":"What does a WCAG 2.2 AA audit cost, and how long does it take?","a":"Depends on page count and complexity. Rule of thumb: a simple 5-10-page site with contact form and products — 1-2 days of audit plus report (about EUR 1,500-3,000). A complex portal with login, booking, checkout — 4-8 days (about EUR 6,000-12,000). Purely automated tools (Lighthouse, axe-core) only catch 25-40% of issues — the truly blocking ones (keyboard trap, wrong heading hierarchy, bad screen-reader experience) can only be found manually."},{"q":"How do I keep accessibility going long-term, not just once?","a":"Three building blocks: first, automated tests in CI (axe-core in Playwright tests, blocks pull requests on new violations). Second, extend the 'definition of done' for new features with a11y items (keyboard tested, screen-reader test, contrasts checked). Third, annual re-audit with real users and onboarding training for new team members. Anyone who doesn't bake this into the process is back at ~40% conformance after 12 months."}],"e-rechnung":[{"q":"What is the difference between XRechnung and ZUGFeRD?","a":"XRechnung is pure XML — no human-readable form. Standard in the German B2G area (authorities), works for B2B too. ZUGFeRD from profile EN 16931 is a hybrid: PDF with embedded XML — humans see the PDF, software reads the XML. ZUGFeRD is more common in practice, both are legally equivalent."},{"q":"Can I just have a PDF invoice 'converted' into an e-invoice?","a":"Not reliably. PDF-to-XRechnung conversion would have to interpret text via OCR and heuristics — error-prone (VAT rates, order numbers, discount terms). Cleaner: generate the invoice structured from master data from the start, NOT backwards from the PDF. Legacy stock can be converted, but every result needs review."},{"q":"Do I still need to keep incoming e-invoices as PDFs?","a":"No — and it would be problematic. The original is the XML file. You must keep that GoBD-compliant for 8 years, unchanged (hash-locked). Generating a PDF preview is fine, but it's an attachment/preview, not the original. Anyone who throws away the XML and only keeps the PDF has lost the original."},{"q":"I'm a Kleinunternehmer under § 19 UStG — am I exempt?","a":"From sending, yes (for now); from receiving, NO. Since 01.01.2025 you must accept and be able to read structured e-invoices. That doesn't mean 'pull the PDF from your inbox' — it means extract, validate and archive the XML attachment. Sending is added from 01.01.2028 if you still issue B2B invoices by then."},{"q":"What happens if I still accept PDF invoices without XML?","a":"Formally, since 2025 that is no longer a proper invoice under § 14 UStG — the tax office can deny input VAT deduction. Enforcement is lenient during the 2025/2026 transition, but relying on that is a mistake. Cleaner path: politely inform the sender once and ask for XRechnung or ZUGFeRD — most have it available anyway."},{"q":"What about invoices from other EU countries?","a":"Other EU formats are permitted if they are EN 16931-compliant. The Peppol BIS Billing 3.0 standard is widespread, EN-16931-based and delivered via the Peppol network. Important: check the format with a validator and test compatibility with your accounting software — not every ERP handles Peppol out of the box."}],"ai-agents":[{"q":"Is a simple log file enough as an audit trail for AI agents?","a":"In theory yes, in practice no. A flat log file is not searchable, not auditable, not access-controlled. In the worst case the supervisory authority wants to know per run: which agent? what input? which model? what output? which tools? Structured logging in Postgres with a search UI is the minimum standard for compliance proof."},{"q":"When exactly do I need an approval gate?","a":"Before any action with external impact: customer-facing content (blog post, email, invoice), money movement, HR decision, code deploy to production. Rule of thumb: 'Would I let an inexperienced employee do this without review?' — if no, then not an AI agent either. Approval can be a one-click UI, but must be documented (who, when, what)."},{"q":"Why EU-hosted models when OpenAI offers contracts too?","a":"Three reasons. (1) Third-country transfer costs compliance effort (TIA, SCCs, risk weighing — repeated on every change of business basis). (2) Schrems II risk: US authorities can compel US providers. (3) Data sovereignty: for sensitive workloads (HR files, health, strategy papers) 'stay in the EU' is gold standard. Scaleway Mistral costs about the same and avoids the entire third-country topic."},{"q":"Does my simple chatbot already fall under the AI Act?","a":"Yes — Art. 50 requires labelling as AI as soon as a user interacts with the system. Even the simplest FAQ bot is covered. Additionally Art. 5 applies: no manipulation, no subliminal influence, no exploiting vulnerabilities. In practice a visible hint at the chat window (e.g. 'This chat is answered by an AI') plus an escalation path to a human is sufficient."},{"q":"How do I comply with GDPR Art. 22 when the agent prepares decisions?","a":"Human-in-the-loop only works if the human has real control — not if they formally rubber-stamp what the algorithm delivers. Concretely: the human must see the inputs, be able to justify the result, have alternatives, and be given time to review. A 'This decision was AI-prepared, approve?' without a real alternative violates Art. 22. For automated individual decisions (credit granting, applicant rejection, termination): obtain opt-in or route to humans."},{"q":"What do I do if an agent made a wrong decision?","a":"Immediately: reconstruct the run from the audit trail (input, model, prompt, tool calls, output) and roll the action back. With external effect (customer received wrong email, invoice mismatched): actively inform affected parties — a GDPR request may follow, and you need evidence. Document root-cause analysis (was it the prompt, the model, a tool call, an edge case in the data), tune guardrails, log it as a lesson learned in the memory system. Log every step — that is also the base for the 'lessons learned' duty under Art. 11 AI Act."}]}},"articleFooter":{"topics":"Topics:","shareTitle":"Share with friends & colleagues","shareLinkedIn":"Share on LinkedIn","shareTwitter":"Share on X","shareFacebook":"Share on Facebook","shareEmail":"Share via email","copyLink":"Copy link","linkCopied":"Link copied!","emailSubject":"Interesting article","emailBody":"Check out this article:","ratingQuestion":"How helpful did you find this page?","ratingLabel":"Rate with {stars} stars","ratingThankYou":"Thank you for your feedback!","ratingConfirmation":"Your rating ({stars} stars) helps to continuously improve the content.","ratingFirst":"Be the first","ratingCount":"{count} ratings","relatedTitle":"Related articles"},"newsletter":{"title":"Newsletter","description":"Monthly tips on AI, web development, and RAG.","emailPlaceholder":"your@email.com","subscribe":"Subscribe","success":"Confirmation email sent!","alreadySubscribed":"This email is already subscribed.","error":"Subscription failed. Please try again.","privacy":"We respect your privacy. Unsubscribe at any time.","consentLabel":"I have read the <privacy>Privacy Policy</privacy> and <terms>Terms of Service</terms> and agree to receive the newsletter. You can unsubscribe at any time.","consentRequired":"Please agree to the Privacy Policy and Terms of Service to subscribe to the newsletter.","confirmPage":{"title":"Confirm newsletter subscription","loading":"Confirming your subscription …","successTitle":"Subscription confirmed","successBody":"Thank you! Your email address is now active for the newsletter. You can unsubscribe at any time via the link at the bottom of every issue.","alreadyTitle":"Already confirmed","alreadyBody":"This subscription has already been confirmed. Nothing else to do.","errorTitle":"Confirmation not possible","invalidLink":"The link is incomplete or invalid. Please use the link from your confirmation email.","genericError":"Confirmation failed. Please try again later or sign up again.","networkError":"Connection failed. Please check your internet connection and try again.","backHome":"Back to home","toBlog":"Go to blog"},"unsubscribePage":{"title":"Unsubscribe from newsletter","loading":"Processing your unsubscribe request …","successTitle":"Unsubscribed","successBody":"Your email address has been deleted from our list. You will not receive any further newsletters from us.","errorTitle":"Unsubscribe not possible","invalidLink":"The unsubscribe link is incomplete or invalid. Alternatively, send an informal email to info@schwankl.info.","genericError":"Unsubscribing failed. Alternatively, send an informal email to info@schwankl.info.","networkError":"Connection failed. Please check your internet connection and try again.","backHome":"Back to home"}},"demos":{"hub":{"badge":"AI Demos","title":"Experience AI live","description":"Try interactive demos and see how modern AI systems work in practice."},"common":{"tryIt":"Try it now"},"rag":{"badge":"RAG","title":"RAG System","description":"Upload documents and ask questions — the AI answers based on your own data.","uploadTitle":"Upload documents","queryTitle":"Ask a question","noDocuments":"No documents uploaded yet.","loadDemo":"Load demo data","askBtn":"Ask","exampleQ1":"What are the key points?","exampleQ2":"Summarize the document","exampleQ3":"Which details are relevant?","sourcesLabel":"Sources:","queryPlaceholder":"Ask a question about your documents..."},"chatbot":{"badge":"Chatbot","title":"Portfolio Chatbot","description":"Ask questions about Schwankl Software and our services — the AI assistant responds in real time.","placeholder":"Ask a question...","clearChat":"Clear chat","howItWorks":"How it works","suggestedQ1":"What does Schwankl Software do?","suggestedQ2":"What technologies does he use?","suggestedQ3":"How can I contact Schwankl Software?","suggestedQ4":"What is RAG?","suggestedQ5":"What projects has he worked on?"},"code":{"badge":"Code","title":"Code Playground","description":"Describe what you need — the AI generates the matching code with an explanation.","selectLang":"Select language","promptPlaceholder":"Describe the code you need...","generate":"Generate","copy":"Copy","copied":"Copied!","template1":"REST API","template2":"React Hook","template3":"SQL Query","template4":"Bash Script","explanation":"Explanation"},"anon":{"badge":"GDPR","title":"PII Anonymization","description":"Detection and anonymization of personal data before AI processing — GDPR compliant.","inputLabel":"Original text","outputLabel":"Anonymized text","detected":"Detected data","sendToLlm":"Send to LLM","example1":"Email + Phone","example2":"IBAN + Sort Code","example3":"Mixed data","flowOriginal":"Original","flowAnonymizer":"Anonymizer","flowAnonymized":"Anonymized","flowLlm":"LLM","flowResult":"Result","inputPlaceholder":"Enter text containing personal data..."},"agent":{"badge":"Agent","title":"AI Agent","description":"Watch an autonomous AI agent solve complex tasks step by step.","taskPlaceholder":"Describe a task for the agent...","run":"Start agent","example1":"Research current AI trends","example2":"Create a project plan","example3":"Analyze pros and cons"},"compare":{"title":"LLM Compare","badge":"Compare","description":"Send the same question to two different AI models and compare the answers in real time.","selectModelA":"Model A","selectModelB":"Model B","promptPlaceholder":"Enter a question or task...","compare":"Compare","latency":"Response time","tokens":"Tokens","helpful":"Helpful?","comparing":"Comparing models..."},"einvoice":{"badge":"E-Invoice","title":"E-Invoice Check","description":"Validate an XRechnung XML or ZUGFeRD PDF against EN-16931 — the official KOSIT validator finds schema and business-rule violations, the AI explains them in plain language.","uploadLabel":"Upload invoice","uploadHint":"XML (XRechnung) or PDF (ZUGFeRD/Factur-X), max 5 MB","dropHere":"Drop file here or click to select","selectedFile":"Selected","validateBtn":"Validate","validating":"Validating...","validatingHint":"First check can take up to 60 sec (Java validator starts up). Follow-up checks are faster (~15 sec).","sampleHint":"Don't have an invoice handy?","sampleDownload":"Download sample XRechnung","statusValid":"Compliant","statusInvalid":"Not compliant","formatLabel":"Format","profileLabel":"Profile","schemaErrorsLabel":"Schema errors","businessRulesLabel":"Business rule violations","warningsLabel":"Warnings","noFindings":"No findings — this invoice is compliant.","topFindingsTitle":"Findings","ruleIdLabel":"Rule","locationLabel":"Location","aiExplanationTitle":"AI explanation in plain language","errorGeneric":"Validation failed. Please check the file or try again later.","errorRateLimit":"Too many validations. Please wait a moment.","errorTooLarge":"File too large (max 5 MB).","errorWrongFormat":"Only XML or PDF allowed.","errorEmpty":"File is empty.","privacyNote":"The file is only held in memory for validation and discarded immediately. No storage, no sharing.","ctaTitle":"Need help with e-invoicing compliance?","ctaDesc":"This demo checks a single invoice. For migrating your accounting system to full e-invoicing compliance, we're happy to help.","ctaBtn":"Request consultation"},"a11y":{"badge":"EAA/WCAG","title":"Accessibility Test","description":"Check any website for accessibility (EAA/WCAG 2.2). The scanner finds critical issues and the AI explains them in plain language.","urlLabel":"Website URL","urlPlaceholder":"https://your-website.com","scanBtn":"Run scan","scanning":"Scanning website...","scanningHint":"This may take 5-30 seconds","exampleHint":"Try an example:","example1":"example.com","example2":"wikipedia.org","example3":"schwankl.info","scoreLabel":"Score","violationsLabel":"Total findings","topFindingsTitle":"Top findings","impactCritical":"Critical","impactSerious":"Serious","impactModerate":"Moderate","impactMinor":"Minor","affectedElements":"Affected elements","moreInfo":"More about this rule","aiExplanationTitle":"AI explanation in plain language","errorGeneric":"Scan failed. Please check the URL or try again later.","errorRateLimit":"Too many scans. Please wait a moment.","errorNotPublic":"Local, private, or internal hosts are not scanned.","errorPageLoad":"Page could not be loaded.","privacyNote":"The URL is only used for the scan and not stored.","ctaTitle":"Want a full EAA audit for your website?","ctaDesc":"This demo shows the main findings. A professional audit checks 100+ criteria and gives you an actionable remediation plan.","ctaBtn":"Request audit"},"anonymisierung":"Anonymization Demo"},"testimonialFeedback":{"title":"Your Feedback","subtitle":"Hello {name}, thank you for working with us! We would greatly appreciate your honest feedback.","expired":{"title":"Link Expired","message":"This feedback link is no longer valid. Please contact us if you would still like to provide feedback."},"completed":{"message":"You have already submitted feedback. Thank you!"},"form":{"name":"Name","company":"Company","position":"Position / Role","rating":"Rating","feedback":"Your Feedback","feedbackPlaceholder":"Describe your experience working with us, the results, and what you particularly liked...","consent":"Consent","consentLabel":"I agree that my feedback may be published with my name on the Schwankl Software website (GDPR Art. 6(1)(a)).","submit":"Submit Feedback","submitting":"Submitting...","minChars":"Minimum 20 characters"},"thanks":{"title":"Thank You for Your Feedback!","message":"Your review helps us continuously improve our service. We truly appreciate your time.","googleReview":"Optional: Support us with a Google review as well","googleReviewText":"Write a Google Review"},"validation":{"ratingRequired":"Please select a star rating.","feedbackTooShort":"Your feedback must be at least 20 characters long."},"error":{"title":"Error","network":"Connection error. Please check your internet connection and try again.","submit":"An error occurred while submitting. Please try again.","retry":"Try Again"},"positionPlaceholder":"e.g. CTO, project lead"},"Badges":{"sectionTitle":"Profile &","sectionHighlight":"Qualifications","sectionDescription":"Numbers, facts and technologies — an overview of our profile.","github":{"title":"GitHub Activity","publicRepos":"Public Repos","contributions":"Contributions","followers":"Followers","viewProfile":"View Profile","loading":"Loading GitHub data...","error":"Could not load GitHub data."},"professional":{"title":"Professional Profile","experience":"20+ Years Experience","experienceDesc":"Software Development & IT","degree":"Dipl.-Ing. Electrical Engineering","degreeDesc":"OTH Regensburg","aiSpecialist":"AI Specialist","aiSpecialistDesc":"LLM, RAG & AI Agents","fullstack":"Fullstack Developer","fullstackDesc":"Frontend & Backend","solo":"Schwankl UG (haftungsbeschränkt)","soloDesc":"Schwankl Software"},"techStack":{"title":"Technology Stack","nextjs":"Next.js","typescript":"TypeScript","python":"Python","fastapi":"FastAPI","docker":"Docker","supabase":"Supabase","aiLlm":"AI / LLM","react":"React","tailwind":"Tailwind CSS","postgresql":"PostgreSQL","langchain":"LangChain","git":"Git"},"impactTitle":"Project Impact","impact":{"projects":"Projects delivered","wordpress":"WordPress instances","uptime":"Uptime","satisfaction":"Client satisfaction"}},"Press":{"title":"Experience & Expertise","subtitle":"Over 20 years of professional experience in electrical engineering, software development and AI.","timelineTitle":"Career Milestones","milestones":{"study":{"title":"Electrical Engineering Studies — OTH Regensburg","description":"Started the diploma program in Electrical Engineering with a focus on Automation Technology at the East Bavarian Technical University of Regensburg."},"degree":{"title":"Degree: Dipl.-Ing. (FH) Electrical Engineering","description":"Successfully completed the diploma as Dipl.-Ing. (FH) in Electrical Engineering. Foundation for a career at the intersection of hardware and software."},"automation":{"title":"Self-employed — Building Automation","description":"Started self-employment in building automation. HVAC programming, KNX control systems and OT/IT convergence for commercial and industrial buildings."},"tmg":{"title":"Fullstack Developer at TMG","description":"Transition to software development at Travel Management Global. Building scalable booking platforms and API integrations for the travel industry."},"schmetterling":{"title":"Senior Developer at Schmetterling International","description":"Development of plugin architectures and automation systems for over 500 WordPress instances. Angular frontend, PHP/Python backend, CI/CD pipelines."},"schwankl":{"title":"Founded Schwankl Software","description":"Started as a solo entrepreneur focused on fullstack development and AI integration. 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In production, a RAG pipeline would match your question against a knowledge base and generate a well-founded answer."},"youtube":{"title":"YouTube Video","description":"To protect your privacy, external YouTube content is disabled by default. By activating the video, you consent to the transmission of data to Google.","accept":"Activate Video","viewOnYoutube":"Watch on YouTube"},"trust":{"madeInGermany":"Made in Germany","dsgvo":"100% GDPR Compliant","aiAct":"EU AI Act Ready","security":"Data Privacy & Security","accessibility":"Accessible (WCAG)","cookieConsent":"Cookie Consent","anonymization":"Data Anonymization"}},"legal":{"imprint":{"title":"Legal Notice","subtitle":"Information according to Section 5 DDG (German Digital Services Act) and Section 18 (2) MStV","providerTitle":"Service Provider Information","representedBy":"Represented by the managing directors: Ewald Schwankl and Harald Schwankl","registerTitle":"Commercial Register","registerCourt":"Register court: Amtsgericht Passau (Local Court of Passau)","registerNumber":"Registration number: HRB 13395","seat":"Registered office: Fürstenzell, Germany","contactTitle":"Contact","taxTitle":"VAT Identification Number","vatText":"VAT identification number according to Section 27a of the German VAT Act (UStG):","vatId":"DE465307725","responsibleTitle":"Responsible for Content","responsibleText":"Responsible for content according to Section 18 (2) MStV:","disputeTitle":"EU Dispute Resolution","disputeOsText":"The European Commission's online dispute resolution platform (ODR platform) was discontinued on 20 July 2025 and is no longer available. A reference to this platform is therefore no longer provided.","disputeEmailNote":"You can find our email address in the imprint above.","consumerDisputeTitle":"Consumer Dispute Resolution","consumerDisputeText":"We are neither willing nor obliged to participate in dispute resolution proceedings before a consumer arbitration board.","liabilityContentTitle":"Liability for Content","liabilityContentText1":"As a service provider, we are responsible for our own content on these pages in accordance with general law. However, according to Articles 4 to 6 and Article 8 of Regulation (EU) 2022/2065 (Digital Services Act), we are not obligated as a service provider to monitor transmitted or stored third-party information or to investigate circumstances that indicate illegal activity.","liabilityContentText2":"Obligations to remove or block the use of information under general law remain unaffected. However, liability in this regard is only possible from the point in time at which a concrete infringement of the law becomes known. If we become aware of any such infringements, we will remove this content immediately.","liabilityLinksTitle":"Liability for Links","liabilityLinksText1":"Our website contains links to external third-party websites over whose content we have no influence. Therefore, we cannot assume any liability for this external content. The respective provider or operator of the pages is always responsible for the content of the linked pages.","liabilityLinksText2":"The linked pages were checked for possible legal violations at the time of linking. Illegal content was not recognizable at the time of linking. However, permanent monitoring of the content of linked pages is not reasonable without concrete evidence of a legal violation. If we become aware of legal violations, we will remove such links immediately.","copyrightTitle":"Copyright","copyrightText1":"The content and works created by the site operators on these pages are subject to German copyright law. The reproduction, editing, distribution and any kind of exploitation outside the limits of copyright require the written consent of the respective author or creator.","copyrightText2":"Downloads and copies of this site are only permitted for private, non-commercial use. Insofar as the content on this site was not created by the operator, the copyrights of third parties are respected. In particular, third-party content is identified as such. Should you nevertheless become aware of a copyright infringement, please inform us accordingly. If we become aware of any infringements, we will remove such content immediately.","aiTitle":"Use of Artificial Intelligence","aiText":"This website and the services offered use AI systems to support software development, communication and documentation. All AI-generated content is labelled as such in accordance with the EU AI Act (Regulation (EU) 2024/1689). Responsible for AI use: Schwankl UG (haftungsbeschränkt), contact person Harald Schwankl, info@schwankl.info.","aiLink":"View full AI transparency statement","lastUpdated":"Last updated: October 2026"},"privacy":{"title":"Privacy Policy","lastUpdated":"Last updated: April 2026","section1Title":"Privacy at a Glance","section1Text":"The following information provides a simple overview of what happens to your personal data when you visit this website. Personal data is any data that can be used to personally identify you.","section2Title":"Responsible Party","section2Text":"The controller responsible for data processing on this website is Schwankl UG (haftungsbeschränkt), Nikolastraße 9, 94081 Fürstenzell, Germany, represented by its managing directors Ewald Schwankl and Harald Schwankl. Details can be found in the legal notice.","section3Title":"Data Collection on This Website","section3Text":"Data processing on this website is carried out by the website operator. When you visit this website, technical information is automatically collected (server log files). This data is only required to provide the website.","section4Title":"Your Rights","section4Text":"You have the right to free information about your stored personal data, its origin and recipients, and the purpose of data processing, as well as the right to correction or deletion of this data at any time.","section5Title":"Hosting","section5Text":"This website is hosted on an IONOS VPS in Germany. The provider is IONOS SE. Details on data protection can be found in the IONOS privacy policy.","section6Title":"Legal Basis (Art. 6 GDPR)","section6Text":"The processing of personal data on this website is based on the following legal grounds:\n\n- Consent (Art. 6(1)(a) GDPR): For cookie consent, newsletter subscription, and use of AI demos.\n- Contract Performance (Art. 6(1)(b) GDPR): For processing contact inquiries and project execution.\n- Legitimate Interest (Art. 6(1)(f) GDPR): For website analysis, ensuring IT security, and spam protection.","section7Title":"Data Retention Periods","section7Text":"We store your personal data only as long as necessary for the respective purpose:\n\n- Contact inquiries: 6 months after completion of the inquiry\n- Chat logs (AI demos): 24 hours, then automatically deleted\n- Demo uploads (RAG): 24 hours, then automatically deleted\n- Server logs: 30 days\n- Cookies: Session cookies until browser is closed, consent cookie 1 year\n- Outgoing emails (IONOS mailboxes info@ and noreply@schwankl.info): archived via the audit-safe IONOS email archive in line with German commercial and tax retention rules (§ 147 AO, § 257 HGB — 6 to 10 years depending on classification as business letter or accounting record). Copies outside the retention period are deleted.","section8Title":"Third-Party Providers and Data Processors","section8Text":"$14","section9Title":"AI Processing and Demos","section9Text":"$15","section10Title":"Server Logs","section10Text":"Each time you access this website, the following data is automatically collected:\n\n- IP address (anonymized)\n- Browser type and version\n- Operating system\n- Referrer URL\n- Time of access\n\nLegal basis: Legitimate interest (Art. 6(1)(f) GDPR).\nRetention period: 30 days.\n\nNo tracking takes place. No cookies are used for analytics.","section11Title":"Data Subject Rights","section11Text":"You have the following rights regarding your personal data:\n\n- Right of Access (Art. 15 GDPR): Right to information about your stored data\n- Right to Rectification (Art. 16 GDPR): Right to correction of inaccurate data\n- Right to Erasure (Art. 17 GDPR): Right to deletion (\"right to be forgotten\")\n- Right to Restriction (Art. 18 GDPR): Right to restriction of processing\n- Right to Data Portability (Art. 20 GDPR): Right to receive your data in a machine-readable format\n- Right to Object (Art. 21 GDPR): Right to object to processing\n- Right to Complain: You have the right to lodge a complaint with the competent supervisory authority (Bavarian State Office for Data Protection Supervision, BayLDA)\n\nTo exercise your rights, contact: info@schwankl.info","section12Title":"Technical and Organizational Measures (TOM)","section12Text":"To protect your personal data, we implement the following technical and organizational measures:\n\n- TLS 1.3 encryption for all connections\n- IP pseudonymization in server logs\n- Row Level Security (RLS) in the database\n- Automatic PII anonymization for AI requests\n- Access control: Only the administrator has access to personal data\n- Automatic deletion of demo data after 24 hours","section13Title":"Integration of YouTube Videos (Two-Click Solution)","section13Text":"On our website, we occasionally embed videos from the YouTube platform (Google Ireland Limited, Gordon House, Barrow Street, Dublin 4, Ireland). The integration is carried out via a data-protection-conscious 'two-click solution'.\n\nInitially, only a local preview image is loaded; no data is transmitted to YouTube. Only when you actively click on 'Load video' do you consent to a connection being established with YouTube's servers and the video being loaded in 'enhanced data protection mode' (youtube-nocookie.com). In this process, your IP address is transmitted to YouTube, and cookies or similar technologies from YouTube may be set.\n\nThe legal basis for this is your explicit consent in accordance with Art. 6 (1) (a) GDPR. Further information can be found in Google's privacy policy: https://policies.google.com/privacy.","aiProcessing":{"title":"Data Processing by AI Systems","description":"This website uses AI systems that process data as part of the provided services. Below we inform you about the nature of this processing.","scaleway":"AI models are operated via Scaleway Inference (Paris, EU).","retention":"Demo data (RAG uploads) is automatically deleted after 24 hours.","noStorage":"Chat messages are not stored on the server.","anonymization":"Personal data is automatically anonymized before processing by AI models.","noDecisions":"NO automated individual decisions within the meaning of Art. 22 GDPR are made. All AI suggestions (contracts, reports, checklists) undergo human review before release.","objection":"You may object to the processing of your data by AI systems at any time. Contact: info@schwankl.info. In this case, the chatbot will be deactivated and a manual alternative will be offered.","devTools":"AI tools (Claude, Gemini) are used in software development. These process source code exclusively — NO customer data is transmitted to these systems.","usageLog":"LLM calls are stored in an internal log table (ai_usage_log) for 90 days (module, model, token count, duration). No personal data is stored in this table."},"section14Title":"Online Appointment Booking and Google Meet","section14Text":"$16","section15Title":"Online Dispute Resolution and Consumer Arbitration","section15Text":"Online Dispute Resolution (ODR): The European Commission's online dispute resolution platform was discontinued on 20 July 2025 and is no longer available.\n\nNotice under § 36 VSBG (German Consumer Dispute Resolution Act): We are neither willing nor obliged to participate in dispute resolution proceedings before a consumer arbitration board.","section16Title":"Newsletter (Double Opt-In)","section16Text":"$17"},"terms":{"title":"Terms and Conditions","lastUpdated":"Last updated: April 2026","section1Title":"Scope","section1Text":"These General Terms and Conditions apply to all contracts between Schwankl UG (haftungsbeschränkt) (hereinafter 'Contractor') and the respective client for software development and consulting services.","section2Title":"Scope of Services","section2Text":"The scope of services is determined by the respective service description or offer. Changes and extensions require a written agreement.","section3Title":"Compensation and Payment Terms","section3Text":"Compensation is based on the agreed offer. Invoices are payable within 14 days of invoicing without deduction.","section4Title":"Warranty","section4Text":"The contractor warrants that the services provided meet the agreed requirements. The warranty period is 12 months from acceptance.","section5Title":"Liability","section5Text":"The contractor's liability is limited to intent and gross negligence. Liability for slight negligence is excluded to the extent permitted by law.","section6Title":"Intellectual Property","section6Text":"All software products, designs and concepts created within the scope of a project remain the property of the Contractor, Schwankl UG (haftungsbeschränkt), until full payment has been received. Upon full payment, the agreed usage rights are transferred to the client. The source code remains with the Contractor unless otherwise agreed.","section7Title":"Confidentiality","section7Text":"Both contracting parties undertake to keep confidential information of the other party secret. Confidential information includes in particular: trade secrets, technical documentation, customer data and project details. This obligation shall continue to apply after termination of the contractual relationship.","section8aTitle":"Online Appointment Booking","section8aText":"Via /kontakt, consumers and businesses can request a non-binding consultation appointment (Friday afternoon slot, 30 minutes).\n\nContract conclusion: Submitting the booking form is a request, not a contract. A consulting contract is only formed when the contractor confirms the booking by email.\n\nScope: A confirmed appointment is a free, non-binding initial consultation (online via Google Meet) and does not establish any follow-up contract. Binding orders require a written confirmation.\n\nCancellation: Appointments can be cancelled free of charge at any time — either by clicking the cancellation link in the confirmation email or by writing informally to info@schwankl.info. A cancellation at least 24 hours before the appointment is appreciated so the slot can be offered to others.\n\nReschedule: If the contractor is prevented from attending, an alternative slot is proposed by email.\n\nNo-show: In the event of repeated unannounced no-shows, the contractor reserves the right to refuse further bookings.","section8Title":"Use of AI","section8Text":"$18","section9Title":"Place of Jurisdiction","section9Text":"The place of jurisdiction for all disputes arising from or in connection with these Terms and Conditions is Passau, provided that the client is a merchant, a legal entity under public law, or a special fund under public law.","section10Title":"Severability Clause","section10Text":"Should individual provisions of these Terms and Conditions be or become invalid or unenforceable, the validity of the remaining provisions shall remain unaffected. The invalid or unenforceable provision shall be replaced by a valid provision that most closely reflects the economic purpose of the invalid provision.","section11Title":"Right of Withdrawal","section11Text":"Consumers are entitled to a statutory right of withdrawal. Details are set out in our withdrawal policy at /widerruf."},"revocation":{"title":"Right of Withdrawal","lastUpdated":"Last updated: April 2026","rightTitle":"Right of Withdrawal","rightText":"You have the right to withdraw from this contract within fourteen days without giving any reason.","deadlineTitle":"Withdrawal Period","deadlineText":"The withdrawal period is fourteen days from the date of the contract. To exercise your right of withdrawal, you must inform us by means of a clear declaration.","formTitle":"Model Withdrawal Form","formText":"To exercise your right of withdrawal, you can contact us by email at info@schwankl.info.","digitalServicesTitle":"Expiry for Digital Services","digitalServicesText":"Pursuant to Section 356 (5) of the German Civil Code (BGB), the right of withdrawal expires in the case of a contract for the supply of digital content not supplied on a physical data carrier if the trader has begun to perform the contract after the consumer has given his express prior consent to the trader beginning performance of the contract before the expiry of the withdrawal period and has acknowledged that, by giving his consent, he loses his right of withdrawal as soon as performance of the contract commences.","consequencesTitle":"Consequences of Withdrawal","consequencesText":"If you withdraw from this contract, we will reimburse all payments we have received from you immediately and no later than fourteen days from the day we receive your withdrawal."},"accessibility":{"title":"Accessibility Statement","lastUpdated":"Last updated: April 2026","commitmentTitle":"Our Commitment","commitmentText":"We are committed to making our website accessible to all people, regardless of their abilities or the technologies they use.","standardsTitle":"Standards","standardsText":"This website is designed to meet the following accessibility standards:","featuresTitle":"Accessibility Features","feature1":"Keyboard navigation on all pages","feature2":"Skip-to-content link","feature3":"Semantic HTML with ARIA attributes","feature4":"Sufficient color contrasts (WCAG AA)","feature5":"Dark mode and light mode","limitationsTitle":"Known Limitations","limitation1":"Scroll animations: Content fades in on scroll. If JavaScript is disabled or prefers-reduced-motion is set, content is displayed immediately.","limitation2":"FullCalendar (admin calendar): The calendar component offers limited keyboard navigation within the day view.","limitation3":"PDF exports: Generated PDF documents may not be fully accessible.","testDateTitle":"Review","testDateText":"Last reviewed: April 2026. Method: Automated tests (Lighthouse, axe-core) and manual review with keyboard and screen reader.","enforcementTitle":"Enforcement Procedure","enforcementText":"If you believe that you are disadvantaged by a non-accessible design, you may contact the arbitration body under Section 16 BGG: Schlichtungsstelle nach dem Behindertengleichstellungsgesetz bei dem Beauftragten der Bundesregierung fuer die Belange von Menschen mit Behinderungen, Mauerstrasse 53, 10117 Berlin, info@schlichtungsstelle-bgg.de, www.schlichtungsstelle-bgg.de.","bfsgTitle":"BFSG","bfsgText":"This website takes into account the requirements of the German Accessibility Strengthening Act (Barrierefreiheitsstaerkungsgesetz, BFSG) and is aligned with EN 301 549.","contactTitle":"Feedback","contactText":"If you encounter any accessibility issues, please contact me at"},"cookiePolicy":{"title":"Cookie Policy","lastUpdated":"Last updated: April 2026","whatTitle":"What Are Cookies?","whatText":"Cookies are small text files that websites store on your device. They are used to keep the website functional and to improve your user experience.","typesTitle":"What Cookies Do We Use?","necessaryTitle":"Necessary Cookies","necessaryText":"These cookies are required for the basic functions of the website, such as language settings and session management.","functionalTitle":"Functional Cookies","functionalText":"These cookies enable extended features such as dark mode, accessibility settings and personalized content.","analyticsTitle":"Analytics Cookies","analyticsText":"These cookies help us understand how visitors use our website so we can continuously improve it.","cookieTableTitle":"Detailed Cookie Overview","cookieTableName":"Name","cookieTableProvider":"Provider","cookieTablePurpose":"Purpose","cookieTableDuration":"Duration","cookieTableCategory":"Category","cookies":[{"name":"schwankl_cookie_consent","provider":"schwankl.info","purpose":"Stores whether the cookie banner has been acknowledged","duration":"1 year","category":"Necessary"},{"name":"schwankl_cookie_preferences","provider":"schwankl.info","purpose":"Stores the selected cookie categories (necessary/functional/analytics)","duration":"1 year","category":"Necessary"},{"name":"sb-access-token / sb-refresh-token","provider":"Supabase (supabase.co)","purpose":"Authentication and session management for logged-in users","duration":"7 days","category":"Necessary"},{"name":"NEXT_LOCALE","provider":"schwankl.info","purpose":"Stores the selected language (DE/EN)","duration":"Session","category":"Necessary"},{"name":"theme","provider":"schwankl.info","purpose":"Stores the selection of dark mode / light mode","duration":"1 year","category":"Functional"},{"name":"a11y_preferences","provider":"schwankl.info","purpose":"Stores accessibility preferences (font size, contrast)","duration":"1 year","category":"Functional"}],"browserTitle":"Managing Cookies in Your Browser","browserText":"You can also manage or delete cookies directly in your browser. Instructions can be found in your browser's help section under 'Cookies' or 'Privacy'. Please note that blocking necessary cookies may restrict the functionality of this website.","manageTitle":"Managing Cookie Settings","manageText":"You can change your cookie settings at any time via the cookie banner or in the footer of this website."},"aiAct":{"title":"AI Transparency Statement (EU AI Act)","description":"In accordance with the EU Artificial Intelligence Act (AI Act), we transparently inform you about the use of AI systems on this website.","systems":"AI Systems in Use","chatbot":{"name":"Portfolio Chatbot","model":"Mistral Small (via Scaleway Inference, EU)","purpose":"Answering questions about services and projects","risk":"Minimal Risk (Category: General Chatbot)","data":"No personal data is stored. Chat history only in the browser."},"rag":{"name":"RAG Demo","model":"BGE-Gemma2 Embeddings + Mistral Small","purpose":"Demonstration of Retrieval-Augmented Generation","risk":"Minimal Risk (Category: Demo/Showcase)","data":"Uploaded documents are automatically deleted after 24 hours."},"code":{"name":"Code Playground","model":"Devstral Small (via Scaleway Inference, EU)","purpose":"Code generation for demonstration purposes","risk":"Minimal Risk","data":"No storage of generated content."},"anonymization":{"name":"Anonymization Demo","purpose":"Demonstration of PII detection and anonymization","risk":"Minimal Risk","data":"All data is processed only in memory, not stored."},"contracts":{"name":"Contract Generation","model":"Mistral Small (via Scaleway Inference, EU)","purpose":"AI-assisted creation of service contracts from project data. Generated drafts are ALWAYS reviewed and manually approved by the admin.","risk":"Limited risk (Human-in-the-Loop: Admin approval before delivery)","data":"Project data (name, milestones, budget) is processed. No personal data is sent to the LLM."},"testChecklists":{"name":"Test Checklist Generation","model":"Mistral Small (via Scaleway Inference, EU)","purpose":"Automatic creation of customer-friendly test checklists from technical task descriptions.","risk":"Minimal risk (no decision-making function, suggestions only)","data":"Task titles and descriptions are processed. No personal data."},"skillFactory":{"name":"Skill Factory / Knowledge Base","model":"Mistral Small + BGE-Gemma2 Embeddings (Scaleway, EU)","purpose":"Generation of project-specific development skills and knowledge management via RAG (Retrieval-Augmented Generation).","risk":"Minimal risk (internal use only, no customer contact)","data":"Publicly available skill documentation. No personal data."},"softwareDev":{"name":"AI-Assisted Software Development","model":"Claude (Anthropic), Gemini (Google) — as development tools","purpose":"Assistance with code development, code review, and documentation. All AI-generated code changes are logged in docs/history/ per EU AI Act.","risk":"Limited risk (Human review: Every change is reviewed by the developer)","data":"Source code is processed. No customer data is sent to external AI systems."},"auditTrail":"All AI-assisted source code changes are logged in docs/history/ per EU AI Act Art. 26. Every Git commit with AI participation carries a Co-Authored-By header for traceability.","hosting":"All AI models are operated via Scaleway Inference (Data center: Paris, France, EU). No data transfer to third countries. AI development tools (Claude, Gemini) process source code only, no customer data.","humanOversight":"AI-generated content on this website is labeled as such (badge: 'AI-generated'). All AI systems are operated under human oversight.","rights":"You have the right not to be subject solely to automated decision-making. For questions about AI usage: info@schwankl.info","lastUpdated":"Last updated: April 2026"}},"cookie":{"title":"Privacy & Cookies","description":"This website uses cookies to provide you with the best possible experience.","moreInfo":"Learn more","accept":"Accept all","reject":"Necessary only","customize":"Customize","save":"Save selection","catEssential":"Necessary","catEssentialDesc":"Basic functions like language settings and session management.","catFunctional":"Functional","catFunctionalDesc":"Extended features like dark mode and accessibility.","catAnalytics":"Analytics","catAnalyticsDesc":"Anonymous usage statistics to improve the website.","showCookieConsent":"Cookie Settings"},"chatbot":{"title":"Schwankl Software","subtitle":"AI Assistant","open":"Open chat","close":"Close chat","welcome":"Hello! How can I help you? Ask me about our services, projects, or technologies.","placeholder":"Your question...","send":"Send","error":"Sorry, there was an error. Please try again.","rateLimitError":"Too many requests. Please wait a moment.","aiDisclaimer":"This chat is powered by an AI system (Mistral, EU-hosted). Responses may be inaccurate. No personal data is stored.","disclaimer":"AI-generated responses may be inaccurate.","q1Label":"Services","q1Prompt":"What services do you offer?","q2Label":"Tech Stack","q2Prompt":"What technologies do you use?","q3Label":"Contact","q3Prompt":"How can I contact you?"},"accessibility":{"title":"Accessibility","open":"Open accessibility","close":"Close accessibility","sectionText":"Text & Layout","fontSize":"Font Size","pageZoom":"Page Zoom","underlineLinks":"Underline Links","dyslexiaFont":"Dyslexia Font","sectionVisual":"Visual & Colors","highContrast":"High Contrast","blueLightFilter":"Blue Light Filter","colorBlindness":"Color Blindness","cbNone":"None","cbProtanopia":"Protanopia","cbDeuteranopia":"Deuteranopia","cbTritanopia":"Tritanopia","sectionInteraction":"Interaction & Reading","reduceMotion":"Reduce Motion","enhancedFocus":"Enhanced Focus","readingMask":"Reading Mask","hideMedia":"Hide Media","textToSpeech":"Text-to-Speech","reset":"Reset All Settings","info":"Your settings are stored locally and will be preserved on your next visit. These tools help you read more comfortably in line with WCAG 2.1 AA."},"nav":{"links":{"services":"Services","portfolio":"Portfolio","blog":"Blog","kontakt":"Contact","ai-workflow":"AI Workflow","ki-demo":"AI Demo","impressum":"Imprint","datenschutz":"Privacy Policy","agb":"Terms & Conditions","widerruf":"Revocation","barrierefreiheit":"Accessibility","cookie-richtlinie":"Cookie Policy","ki-transparenz":"AI Transparency"}},"admin":{"sidebarTitle":"Administration","version":"Version","nav":{"dashboard":"Dashboard","blog":"Blog","portfolio":"Portfolio","portfolioEditor":"Portfolio Editor","contactInfo":"Contact Info","seo":"SEO","testimonials":"Testimonials","anonymization":"Anonymization","cookieConsents":"Cookie Consents","references":"References","kiSystem":"AI System","errors":"Errors","settings":"Settings","crm":"CRM","b2bLeads":"B2B Leads","akquise":"Acquisition","aiInbox":"AI Inbox","requests":"Requests","freigaben":"Approvals","skillEditor":"Software 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All execution history will also be deleted.","runNow":"Run Now","toggle":"Enable/Disable","noJobs":"No jobs configured yet","noJobsHint":"Create your first automated job","name":"Name","type":"Type","schedule":"Schedule","lastRun":"Last Run","nextRun":"Next Run","status":"Status","active":"Active","inactive":"Inactive","running":"Running","completed":"Completed","failed":"Failed","queued":"Queued","cancelled":"Cancelled","pending":"Pending","neverRun":"Never run","duration":"Duration","triggerManual":"Manual","triggerScheduled":"Scheduled","triggerEvent":"Event","types":{"google_drive_watch":"Google Drive Watcher","email_digest":"Email Digest","sevdesk_sync":"sevDesk Sync","invoice_processing":"Invoice Processing","custom_skill":"Custom Skill","dms_classify":"DMS Classification","imap_email":"IMAP Email Automation","rss_news":"RSS News Import","contact_retention":"GDPR Contact Retention","blog_publish_scheduler":"Blog Auto-Publish (scheduled_at)"},"typeDescriptions":{"google_drive_watch":"Monitors Google Drive folders for new files","email_digest":"Reads email mailboxes and creates AI summary","sevdesk_sync":"Synchronizes invoices and contacts with sevDesk","invoice_processing":"Processes incoming invoices automatically","custom_skill":"Executes a configured agent skill","dms_classify":"Automatically classifies new DMS documents","imap_email":"Processes emails with configurable rules (delete, save to Drive)","rss_news":"Imports articles from RSS feeds as blog drafts","contact_retention":"Deletes expired contact messages according to GDPR retention","blog_publish_scheduler":"Publishes blog posts where scheduled_at ≤ now (with confidence + alt-text gates)"},"wizard":{"title":"Create New Job","step1":"Choose Type","step2":"Configuration","step3":"Schedule","step4":"Credentials","step5":"Notifications","next":"Next","back":"Back","create":"Create Job","save":"Save","chooseType":"Choose a job type","configTitle":"Configure job","scheduleTitle":"Set schedule","credentialsTitle":"Assign credentials","notificationTitle":"Notifications","cronExpression":"Cron Expression","cronHint":"e.g. '0 3 * * *' for daily at 03:00","nextExecutions":"Next 5 executions","timezone":"Timezone","templates":{"daily3am":"Daily 03:00","daily9am":"Daily 09:00","hourly":"Hourly","weekly_mon":"Weekly Mon 08:00","weekly_fri":"Weekly Fri 16:00","monthly":"Monthly on 1st","custom":"Custom"},"notificationChannel":"Notification channel","notifyAlways":"Always notify","notifyOnError":"Only on error","noNotification":"No notification","availableCredentials":"Available Credentials","noCredentials":"No credentials available","noCredentialsHint":"Create Vault entries (Business-Tier) and enable 'Allow agent access' first","googleDriveFolder":"Google Drive Folder ID","targetDmsFolder":"Target DMS Folder","autoSevdesk":"Auto-book in sevDesk","mailboxProvider":"Email Provider","unreadOnly":"Unread emails only","processAttachments":"Process attachments","summaryLanguage":"Summary language","syncDirection":"Sync direction","syncBidirectional":"Bidirectional","syncToSevdesk":"Internal → sevDesk","syncFromSevdesk":"sevDesk → Internal","skillId":"Select skill","approvalMode":"Approval mode","autoApprove":"Auto-approve","requireApproval":"Human approval required"},"runs":{"title":"Execution History","noRuns":"No runs yet","result":"Result","error":"Error message","retries":"Attempts","triggeredBy":"Triggered by","system":"System (Scheduled)"}}},"calendar":{"title":"Calendar","subtitle":"Appointments, reminders and recurrences","newEvent":"New event","editEvent":"Edit event","createFirst":"Create first event","loading":"Loading...","emptyState":"No events yet. Create your first event or wait for the Google Calendar sync.","loadEventsError":"Failed to load events","loadCategoriesError":"Failed to load categories","saveError":"Failed to save event","deleteError":"Failed to delete event","moveError":"Failed to move event","createSuccess":"Event created","updateSuccess":"Event updated","deleteSuccess":"Event deleted","moveSuccess":"Event moved","fieldTitle":"Title","titlePlaceholder":"e.g. Team meeting","fieldStart":"Start","fieldEnd":"End","fieldAllDay":"All day","fieldCategory":"Category","fieldLocation":"Location","locationPlaceholder":"e.g. Office, Address or Online","fieldDescription":"Description","descriptionPlaceholder":"Optional: additional details","noCategory":"No category","save":"Save","cancel":"Cancel","delete":"Delete","close":"Close","confirmDelete":"Really delete event '{title}'?","syncError":"Sync failed","fieldColor":"Color","googleSync":"Google Calendar Sync","googleConnected":"Connected with {email}","googleNotConnected":"Not connected","googleConnect":"Connect Google Calendar","googleDisconnect":"Disconnect","googleDisconnectConfirm":"Really disconnect Google Calendar?","googleDisconnected":"Google Calendar disconnected","googleSyncNow":"Sync now","googleSyncing":"Syncing...","googleSyncDone":"{pulled} imported, {pushed} exported","googleLastSync":"Last sync: {date}","googleEventsSynced":"{count} events synced","googleNeedsReauth":"Connection expired — please reconnect.","googleSyncDescription":"Your Google Calendar syncs automatically every day at 03:00.","fieldRecurrence":"Recurrence","recurrenceNone":"No recurrence","recurrenceDaily":"Daily","recurrenceWeekly":"Weekly","recurrenceMonthly":"Monthly","recurrenceYearly":"Yearly","fieldReminders":"Reminders","remindersActive":"{count, plural, one {# reminder active} other {# reminders active}}"},"social":{"title":"Social Media Publishing","subtitle":"Publish posts to Facebook pages and Instagram","selectAccounts":"Connected Accounts","selectAccountsFirst":"Please select at least one account","postType":"Post Type","postTypeFeed":"Feed","postTypeStory":"Story","postTypeReel":"Reel","composePost":"Compose Post","contentRequired":"Please write a post","publishNow":"Publish Now","schedulePost":"Schedule","scheduleFor":"Schedule For","scheduleHint":"Leave empty for immediate publishing","scheduleTimeRequired":"Please select a date and time","scheduleError":"Failed to schedule post","scheduleSuccess":"Post scheduled","saveDraft":"Save Draft","draftError":"Failed to save draft","draftSuccess":"Draft saved","publishError":"Failed to publish post","publishSuccess":"Post published","deleteError":"Failed to delete post","deleteSuccess":"Post deleted","loadAccountsError":"Failed to load accounts","loadPostsError":"Failed to load posts","manageAccounts":"Manage Accounts","noAccountsWarning":"No accounts connected. ","connectNow":"Connect now","preview":{"storyPreview":"Story Preview","reelPreview":"Reel Preview","videoPreview":"Video preview","facebookFeedPreview":"Facebook Feed Preview","instagramFeedPreview":"Instagram Feed Preview","comment":"Comment","share":"Share"},"recentPosts":"Recent Posts","postsTable":{"date":"Date","content":"Content","platform":"Platform","status":"Status","actions":"Actions","noPosts":"No posts published yet","statusDraft":"Draft","statusScheduled":"Scheduled","statusPublished":"Published","statusFailed":"Failed","viewPost":"View Post","publish":"Publish","retry":"Retry","delete":"Delete"},"composer":{"message":"Message","messagePlaceholder":"Write your post...","limitExceeded":"Character limit exceeded","nearLimit":"Warning: You are approaching the character limit","facebookHint":"Facebook allows up to 63,206 characters","instagramFeedHint":"Instagram allows up to 2,200 characters for feed posts","instagramStoryHint":"Instagram Story can contain text and images","instagramReelHint":"Instagram Reel requires video content"},"accountSelector":{"followers":"Followers","noAccounts":"No accounts connected"}},"bookings":{"title":"Appointment Bookings","helpText":"Customers book intro-call slots via the contact form (Fridays, 30-minute grid). Confirming creates the Google Calendar event and sends the customer an invitation with a Meet link; declining sends a decline email. Customers can self-cancel via the link in their confirmation email.","subtitle":"{pending, plural, =0 {No open appointment requests} one {# open appointment request} other {# open appointment requests}}","loadError":"Appointments could not be loaded.","retry":"Retry","empty":"No appointment bookings yet. As soon as a customer requests a slot via the contact form, it will appear here.","emptyFiltered":"No appointments with this status.","confirm":"Confirm","decline":"Decline","confirmConfirm":"Confirm this appointment? The customer will receive a calendar invitation with a Meet link.","declineReasonPrompt":"Optional reason for declining (shared with the customer, leave empty for the default text):","confirmSuccess":"Appointment confirmed — invitation is on its way.","declineSuccess":"Appointment declined — the customer has been notified.","actionError":"Action failed. Please try again.","meetingLink":"Open Meet link","filter":{"all":"All","pending":"Open","confirmed":"Confirmed","declined":"Declined","cancelled":"Cancelled (customer)"},"status":{"pending":"Open","confirmed":"Confirmed","declined":"Declined","cancelled":"Cancelled"}},"contactInfo":{"saveSuccess":"Contact details saved.","saveError":"Saving failed. Please try again.","saving":"Saving…"},"agentSkills":{"title":"Agent Skills","subtitle":"Skills define what the chat agent can do. A skill is activated by trigger words and then runs a multi-step pipeline (MCP calls, LLM, approvals).","newSkill":"New Skill","loadError":"Failed to load.","testSuccess":"Test successful","testError":"Test failed","testTitle":"Test skill","deleteConfirm":"Delete this skill?","deleteSuccess":"Deleted","deleteError":"Failed to delete","deleteTitle":"Delete skill","stepsCount":"{count} steps","systemReadonly":"System — read-only","empty":{"title":"No skills configured","hint":"Without skills, the agent only responds with the master prompt as a free LLM conversation."},"howItWorks":{"title":"How skills work","step1":"Trigger — a message contains a trigger word (e.g. \"emails\", \"invoices\")","step2":"Steps — the skill runs its steps: call an MCP tool, generate an LLM response, request approval","step3":"Access — MCP tools can use vault credentials (Vault → business tier, agent_accessible=true)"},"masterprompt":{"title":"Master Prompt","subtitle":"Defines the agent's personality and capabilities in chat","infoText":"The master prompt defines what the agent knows and how it responds. It is sent as context with every chat conversation. Mention which integrations are configured (e.g. email, Google Drive) so the agent gives correct answers and doesn't deny capabilities it has.","displayNameLabel":"Agent display name","displayNamePlaceholder":"AI Assistant","systemPromptLabel":"System prompt","systemPromptPlaceholder":"You are ...","save":"Save","saveSuccess":"Master prompt saved","saveError":"Failed to save"},"createDialog":{"title":"Create new skill","nameLabel":"Technical name","namePlaceholder":"email_summary","nameHint":"Unique internal identifier (lowercase, underscores).","displayNameLabel":"Display name","displayNamePlaceholder":"Email Summary","descriptionLabel":"Description (optional)","triggerWordsLabel":"Trigger words","triggerWordsPlaceholder":"emails, inbox, mail","triggerWordsHint":"Comma-separated — the skill starts when a chat message contains one of these words.","systemPromptLabel":"System prompt (optional)","stepsLabel":"Steps (JSON array)","stepsHint":"Pipeline steps as JSON. An empty array [] is allowed — the skill then only uses the system prompt. Best to copy the structure from an existing skill.","stepsInvalid":"Steps must be a valid JSON array.","cancel":"Cancel","create":"Create","creating":"Creating…","createSuccess":"Skill created.","createError":"Creation failed."}},"mcpServers":{"title":"MCP Servers","subtitle":"Connect external services as MCP tools","addServer":"Add server","quickConnect":"Quick Connect","createSuccess":"MCP server added","createError":"Failed to add","testError":"Test failed","testTitle":"Test connection","deleteConfirm":"Remove this MCP server?","deleteSuccess":"Removed","deleteError":"Failed to remove","deleteTitle":"Remove server","vaultBanner":{"title":"Manage credentials via Vault","text":"For <code>token_ref</code>, reference vault entries with <code>vault:UUID</code> or keep using the legacy format <code>${SECRET_NAME}</code>.","button":"Vault"},"form":{"authNone":"No auth","credentialSelect":"Select credential or enter manually...","credentialVaultOption":"{name} (Vault)","save":"Save","cancel":"Cancel"}},"telegramBot":{"title":"Telegram Bot","subtitle":"Configure bot token (via Vault), chat IDs and commands","save":"Save","saveSuccess":"Telegram settings saved","saveError":"Failed to save","vaultBanner":{"title":"Manage bot token in the Vault","text":"The bot token is stored securely in the Vault. Select the matching vault entry below or create a new one.","button":"Vault"},"botStatus":"Bot status","online":"Online: @{username}","notChecked":"Not checked","notRegistered":"Telegram MCP server not registered","check":"Check","tokenLabel":"Bot token (vault entry)","tokenSelectPlaceholder":"Select vault entry...","noVaultEntry":"No vault entry configured","createInVault":"Create in Vault","tokenHint":"The token is stored encrypted in the Vault — only business entries with agent access are shown.","chatIdsLabel":"Admin chat IDs","chatIdsHint":"Comma-separated chat IDs. The bot only sends notifications to these chats.","enableLabel":"Enable bot","enableHint":"The bot starts automatically on the next deploy"}},"aiWorkflow":{"badge":"Analysis","title":"Project Acceleration via","highlight":"AI Agents","description":"This analysis compares traditional full-stack development with a workflow empowered by modern agentic AI tools (like Claude Code or Antigravity).","section1Title":"1. Detailed Phase Analysis","section1Desc":"In this table, we review the individual steps of a software project and the resulting time savings.","table1":{"phase":"Phase","savings":"Time Saved","role":"AI Role","phases":[{"name":"Requirements & Planning","savings":"20% - 30%","role":"Creation of user stories, tech specs, and diagrams."},{"name":"Architecture Design","savings":"40% - 50%","role":"Proposals for databases, APIs (OpenAPI), and cloud infrastructure."},{"name":"UI/UX Prototyping","savings":"70% - 80%","role":"Direct conversion of wireframes to functional React components."},{"name":"Frontend Development","savings":"60% - 70%","role":"State management, form validation, and API integration."},{"name":"Backend Development","savings":"65% - 75%","role":"CRUD endpoints, auth, webhooks, and business logic."},{"name":"Infrastructure & DevOps","savings":"80%","role":"Generation of Terraform, Docker-Compose, and CI/CD pipelines."},{"name":"Security Auditing","savings":"40%","role":"Scanning for vulnerabilities (OWASP) in generated code."},{"name":"Testing","savings":"85%","role":"Automated writing of test suites (Jest, Cypress)."},{"name":"Documentation","savings":"90%","role":"Creation of READMEs, API docs, and internal wiki entries."},{"name":"Deployment & Monitoring","savings":"50%","role":"Setup of logging strategies and error tracking."}]},"section2Title":"2. Project-Specific Time Comparisons","section2Desc":"Here we see how this efficiency affects concrete project types (Team size 1-2 p.).","table2a":{"title":"A. Websites (Content Focus)","cols":["Project Type","Traditional","With AI Agents","Multiplier"],"rows":[["Small Landing Page","3 - 5 Days","4 - 8 Hours","~8x"],["Medium Business Site (CMS)","2 - 3 Weeks","3 - 5 Days","~5x"],["Large Portal","2 - 3 Months","3 - 4 Weeks","~3x"]]},"table2b":{"title":"B. SaaS Applications (Feature Focus)","cols":["Project Type","Traditional","With AI Agents","Multiplier"],"rows":[["Micro-SaaS (1 Core feature)","4 - 6 Weeks","7 - 10 Days","~4x"],["Medium SaaS (APIs, Dashboard)","4 - 6 Months","6 - 8 Weeks","~3x"],["Enterprise SaaS","12+ Months","4 - 5 Months","~2.5x"]]},"section3Title":"3. Why does it not scale linearly?","section3Desc":"The larger the project, the smaller the relative speed advantage.","reasons":[{"title":"Integration Complexity","desc":"When connecting legacy systems, the AI requires human guidance."},{"title":"Review Overhead","desc":"When an AI writes thousands of lines of code, code review becomes the new bottleneck."},{"title":"Architecture Responsibility","desc":"Enterprise architecture flaws can cost millions. Humans invest heavily in security."}],"section4Title":"4. Lead Developer's Conclusion","p1":"For Micro-SaaS and SME projects, tools like Claude Code are a total 'game changer', enabling a solo developer to match the productivity of a small team.","p2":"For professional enterprise SaaS, the maximum gain lies in maintainability. The AI ensures that robust documentation and tests exist from day one.","calculator":{"title":"Interactive AI Price Finder","description":"Transparently calculate your cost advantages using our AI-supported workflow compared to traditional agency development.","projectType":"Select Project Type","type1":"Landing Page","type2":"Business Website","type3":"Micro SaaS","type4":"Enterprise SaaS","traditional":"Traditional Agency","aiWorkflow":"Our AI Workflow","savings":"Your Savings","timeLabel":"Development Time","costLabel":"Total Cost (at €150/h)","bookCall":"Schedule an Initial Call","disclaimerTitle":"Made in Germany: Secure & Compliant","disclaimerText":"Note: These are estimates. However, the crucial difference is quality: developed and backed in Germany — we guarantee 100% compliance with GDPR, the AI Act, fully accessible UIs (WCAG), and legally secure cookie consents and terms integration. AI generates code, but we guarantee European legal compliance.","runningCostsTitle":"Monthly Infrastructure Costs","runningCostsDesc":"Full transparency without hidden agency markups. The infrastructure runs directly on your own accounts:","costVps":"VPS Hosting (e.g., IONOS): approx. 5 - 20 €","costSupabase":"Database (Supabase): 0 - 25 €","costAi":"AI APIs (Scaleway, etc.): Pay-as-you-go","costMail":"Emails (IONOS, included in hosting): 0 €"},"empowerment":{"title":"The Empowerment Model","subtitle":"Independence through your own AI Setup","p1":"Hate vendor lock-in? Instead of forcing you into expensive, long-term maintenance contracts, we offer a revolutionary trainer model.","p2":"For a one-time fee, we set up AI coding agents (like Antigravity or Claude Code) and GitHub pipelines directly at your company. We provide intensive training for you or your team on how your new project works. This empowers you to manage minor updates, maintenance, and deployments completely autonomously in the future."},"automation":{"title":"Cost Reduction in Active Operations","subtitle":"Collaborative QA & OpenClaw Agents","qaTitle":"Agile QA Testing (Client as Co-Pilot)","qaDesc":"Traditional agencies charge heavily for internal QA testing. In our workflow, you take over the detailed testing as the domain expert. Through your precise feedback, the AI implements changes in minutes. This drastically reduces project costs and ensures the product fits perfectly.","openClawTitle":"OpenClaw: Your Digital Employee","openClawDesc":"After go-live, we radically reduce your running costs. The background AI agent 'OpenClaw' can completely automate time-consuming routine tasks.","openClawExamples":["Lead Classification: Read incoming emails, enter them into the CRM, and pre-qualify appointments.","SEO Automation: Research topics and write SEO-optimized, multilingual blog articles.","First-Level Support: Answer customer inquiries 24/7 based on your internal knowledge base.","Multilingual & Themes: Automatic translations for new products and ensuring Dark/Light mode design consistency."]},"manifestoTitle":"The New Bottleneck: Your Domain Knowledge","manifestoSubtitle":"Qualified Input = Qualified Output","manifestoP1":"The pure creation of code (syntax) has massively lost its weight. The true challenge in our future projects lies in defining precise workflows and understanding your exact business context.","manifestoP2":"AI programs at lightning speed – but if we don't exactly define WHAT we really need, it builds the wrong thing at lightning speed. Whoever doesn't ask, remains ignorant. Our expert role shifts from pure 'code typing' to strategically orchestrating your input into functioning, agentic systems."},"demoLimit":{"title":"Demo already used","description":"Each visitor gets one demo run. We'd love your feedback — or get in touch if you'd like your own setup.","remaining":"{count} attempt remaining","lastTry":"Last try! Please rate the demo.","blocked":"Demo used up. Reach out if you'd like your own setup.","contactCta":"Get in touch","feedbackFirst":"Rate this demo","submit":"Send feedback","success":"Thank you for your feedback!"},"compliance":{"hub":{"metaTitle":"Compliance & Legal Notes — Schwankl Software","metaDescription":"Cookie consent, GDPR, EU AI Act, accessibility, e-invoicing, AI agents — what is mandatory in 2025/2026 and how we implement it.","eyebrow":"Compliance · 2025/2026","headline1":"Six topics.","headlineAccent":"One architecture.","intro":"Anyone building software in 2026 is also building compliance. We explain the most important regulations in plain language, show you what is mandatory — and take care of the technical implementation. Not a substitute for a lawyer, but technical advice from developers who build software that already meets these requirements.","lastUpdate":"Last updated: May 2026 · Content is updated continuously.","cardsHeadline":"Topics in detail","cardLearnMore":"View details","ctaTitle":"Compliance audit for your project","ctaBody":"We review your existing application against cookie banners, data protection, accessibility, e-invoicing capability and AI labelling. You receive a report with concrete actions and effort estimates.","ctaButton":"Request audit","disclaimerTitle":"Important notice","disclaimerBody":"The content here is technical information, not legal advice. For binding legal information on exemptions, fines or individual cases, please contact a specialist law firm. I help you with the technical part — the legal assessment stays with the lawyer."},"detail":{"back":"Back to overview","sectionAbout":"What it's about","sectionWhoAffected":"Who is affected","sectionDuties":"What is mandatory","sectionService":"What we take care of","sectionLegal":"Legal basis","sectionFaq":"Frequently asked","deepDiveLabel":"Further reading","deepDiveText":"Deep dive on the blog","tryDemoLabel":"Try it yourself","ctaTitle":"Need support?","ctaBody":"Let's talk for 30 minutes. We'll look at your situation and tell you what makes sense as a next step.","ctaButton":"Book a slot","cookie-consent":{"metaTitle":"Cookie consent (TDDDG) — opt-in mandatory, what you need to know","metaDescription":"Active opt-in before any non-essential cookie. What the German TDDDG requires, what the DSK said about Pay-or-Consent in 2024 — and how we implement it GDPR-compliant.","label":"01 · Cookie consent","title":"Cookie consent: opt-in is mandatory","subtitle":"Before any non-essential cookie, active consent is required. Pre-checked boxes, hidden 'Accept' buttons and 'continue browsing means consent' have been unlawful for years — yet they keep being built.","legal":"§ 25 TDDDG (German Telecommunications-Digital-Services Data Protection Act, formerly TTDSG, in force since 14.05.2024) · ePrivacy Directive 2002/58/EC (lex specialis to GDPR for cookies) · GDPR Art. 6(1) lit. a (consent as legal basis) and Art. 7 (requirements for valid consent) · CJEU 'Planet49' (C-673/17, 01.10.2019) · BGH I ZR 7/16 (28.05.2020, Planet49 follow-up) · DSK ruling on Pay-or-Consent (Aug 2024) · EDPB guidelines on consent","about":"$19","whoAffected":["Every website or web app that uses cookies or comparable storage (local storage, IndexedDB, service worker) — including B2B.","Sites with embedded third-party content: YouTube, Vimeo, Google Maps, Twitter/X embeds, LinkedIn buttons, Facebook Like.","Online shops with tracking pixels (Meta Pixel, TikTok Pixel, Pinterest Tag) and conversion measurement.","Marketing-driven sites with Google Ads, Microsoft Ads, newsletter tracking pixels.","Mobile apps with tracking SDKs (Firebase Analytics, AppsFlyer, Adjust) — the ePrivacy duty applies there too.","Connected devices, smart-TV apps, IoT dashboards with analytics or telemetry.","Providers outside the EU once they reach EU citizens (TDDDG market-place principle + GDPR Art. 3)."],"duties":["Consent Management Platform (CMP) on every page, visible BEFORE any non-essential cookies are set, with no 'disappearing' banner.","Granular choice: at minimum 'Necessary / Statistics / Marketing / External media', better still per provider individually.","Rejecting must have the same UX as accepting — no dark patterns, no hidden menu, no 'after three clicks' effect (DSK 2024).","Active action required: pre-checked boxes or 'continue browsing means consent' are invalid (CJEU Planet49).","Withdrawal possible at any time, with the same effort as granting consent (e.g. a persistent fingerprint button in the footer).","Consent logs with timestamp, settings hash, ideally hashed IP and banner version — archive at least 3 years as evidence.","Re-consent on changes to the cookie list, new third-party providers or changed purposes (no 'once accepted = forever').","Privacy policy with up-to-date cookie table: provider, purpose, retention, third-country transfer, cookie name.","Tag-manager check: no tags may fire before consent — Google Consent Mode v2 is not automatically compliant.","Mobile app SDKs: tracking SDKs (Firebase, AppsFlyer) must also sit behind the consent gate.","Audit the reject path: after clicking 'Reject', no non-essential cookies/LS entries may be set (browser test, supervisory authorities are now actively checking this)."],"service":["Selection + integration of a GDPR-compliant CMP (self-hosted or EU provider such as Usercentrics EU profile, Klaro, Cookiebot EU data centre — no pure US platform).","Integration into Next.js with a Server-Components-compatible pattern: no hydration flash, no 'cookie set for a fraction of a second and removed again'.","Consent logging in Supabase (EU) with audit-proof storage: hashed IP, banner version, settings JSON, timestamp, locale.","Reject path test with a real browser (Playwright): proof that after 'reject' no non-essential cookies/LS entries are set — as a CI smoke test.","Inventory audit of your site: which cookies are actually set (before and after consent), which are missing from the cookie table, which sneak in invisibly through third parties.","Privacy policy update with current providers, purposes, retention periods, third-country transfers — automatically synced with the CMP configuration.","Re-consent workflow on changes to the cookie list: bump the banner version, mark old consents as 'expired', collect new consent.","Optional: Pay-or-Consent review per DSK guidance (Aug 2024) — genuinely voluntary, reasonable price, paid offer actually usable.","Annual re-audit: new third parties, changed cookie lists, new authority guidance, browser-behaviour changes (e.g. third-party-cookie phase-out)."]},"dsgvo":{"metaTitle":"GDPR 2026 — what's mandatory and how we implement it technically","metaDescription":"Records of processing, DPAs, EU hosting, deletion concepts, access procedures, Schrems II. What GDPR has required since 2018, what changed in 2024-2025 — and how we implement it.","label":"02 · Data protection","title":"GDPR: eight years old, still mandatory","subtitle":"The General Data Protection Regulation has been in force since 25.05.2018. Even so, many companies have no complete record of processing activities, no DPA with all service providers, no documented deletion periods. Audits by the supervisory authority get expensive fast.","legal":"Regulation (EU) 2016/679 (GDPR) · German Federal Data Protection Act (BDSG, 2018 revision) · DSK short papers and resolutions · ECJ ruling 'Schrems II' (C-311/18, 16.07.2020) · EU Commission Decision 2021/914 (new Standard Contractual Clauses) · EU-US Data Privacy Framework (adequacy decision 10.07.2023) · German TDDDG (formerly TTDSG) for cookies — see Cookie Consent page","about":"$1a","whoAffected":["Every company or sole proprietor with a newsletter, contact form or employee data — no thresholds.","Online shops, SaaS providers, app operators — as soon as personal data is processed (effectively always).","Employers towards employees (HR files, salary, sickness data, IT logs).","Associations, foundations, NGOs with member lists or donor data.","Self-employed consultants, doctors, lawyers, tax advisors (client/patient data = often special categories Art. 9).","Public authorities, public bodies and education providers (additional duties from BDSG and state laws).","Providers outside the EU as soon as they address or monitor EU citizens (Art. 3(2) — extraterritorial)."],"duties":["Record of processing activities (RoPA) maintained and current — for every kind of processing, with purpose, legal basis, recipients, retention periods.","Data processing agreement (DPA) with every external service provider (hosting, email, AI, analytics, backup) — in writing, before any data flow.","Privacy policy compliant with Art. 13/14: separated per service/sub-domain, with controller, purposes, recipients, third-country transfers, rights.","Privacy by design / by default (Art. 25): data protection in the architecture from day one, privacy-friendly defaults.","Technical and organisational measures (TOM, Art. 32): encryption, access control, backup, pseudonymisation, incident response.","Deletion concept: retention periods per data category documented AND technically enforced (cron job, not 'we'll do it manually').","Access and erasure procedure: respond within 1 month (Art. 15-17), verify identity, deliver data package in structured form.","Data Protection Impact Assessment (DPIA, Art. 35) for high-risk: profiling, AI scoring, big-data analytics, biometric data, employee monitoring.","Breach reporting paths: 72h to supervisory authority (Art. 33), at high risk also inform data subjects (Art. 34).","Third-country transfer (Schrems II): SCCs 2021 + Transfer Impact Assessment OR adequacy decision (e.g. EU-US DPF) OR Art. 49 exception.","Designate a Data Protection Officer if >20 people process data automatically OR data processing is the core activity."],"service":["EU hosting by default: Scaleway Paris for backend, Supabase EU for database, IONOS Germany for frontend — minimises third-country risk from day one.","Record-of-processing template in markdown inside the repo, automatically synced with the built-in services (no 'where was that Excel file').","DPA audit for existing service providers: check which DPAs exist, which are missing, which are outdated (sub-processors, new SCCs 2021).","DPA templates per service-provider type + central archive with annual review reminders.","Privacy policy generator: one block per service, automatically synced with the codebase — when a new tool is added, the policy text comes with it.","Automatic deletion of expired data via cron jobs + audit logs (e.g. cookie consent records after 24 months, contact requests after 12 months).","GDPR request workflow: admin UI for access, erasure, rectification with timestamp, identity check and proof in the audit log.","Logging concept that takes data minimisation seriously: no PII in plain-text logs, IP hash instead of IP, short retention periods.","Data mapping as a diagram: which data is stored where, for how long, who has access — the basis for RoPA and DPIA."]},"ai-act":{"metaTitle":"EU AI Act (Regulation 2024/1689) — what software providers must do now","metaDescription":"Risk classification, AI labelling, human-in-the-loop, audit trail. How the AI Act works and how we build software around it — with deadlines, fines and practical examples.","label":"03 · EU AI Act","title":"EU AI Act: the first comprehensive AI law","subtitle":"Regulation (EU) 2024/1689 has been in force since 02.08.2024. It classifies AI into four risk classes — prohibited, high, limited, minimal — and sets duties for each. Violations cost up to EUR 35 million or 7% of global turnover.","legal":"Regulation (EU) 2024/1689 (AI Act) · EU Commission implementing regulations · GDPR Art. 22 (automated individual decisions) · revised ProdHaftG (product liability for AI damages, transposing EU Product Liability Directive 2024/2853) · NIS2 Directive (when AI is used in critical infrastructure) · Art. 99 AI Act (penalties)","about":"$1b","whoAffected":["Providers of AI systems marketed or used in the EU — regardless of where the provider is based. A US startup with German customers is in scope.","Deployers: companies or authorities using AI in their operations (e.g. AI-supported candidate pre-screening, automated claims handling, customer-support chatbot).","Importers and distributors of AI systems from third countries — they share liability if they place a non-compliant system on the EU market.","SaaS providers integrating AI features into existing workflows — even if the underlying model comes from OpenAI or Anthropic.","GPAI providers (general-purpose AI) with their own models — stricter duties above 10^25 FLOPS training budget (Art. 51 ff.).","Public bodies and authorities using AI in Annex III areas (social benefits, migration, law enforcement).","Any employer using AI for personnel decisions (recruiting, performance, dismissal) — almost always high-risk (Annex III point 4)."],"duties":["Art. 4: AI literacy — staff using AI must be trained (in force since 02.02.2025, often overlooked).","Art. 5: actively rule out prohibited practices (manipulation, social scoring, untargeted face capture, emotion recognition in the workplace or educational settings).","Art. 6-7: check high-risk classification against Annex III — before release, documented, with a lawyer if in doubt.","Art. 9-15: for high-risk, a full risk management system, data-quality checks, technical documentation and logging.","Art. 13: transparency — users must know what the AI does, with which data, at what accuracy.","Art. 14: human oversight — for high-risk, a human must be able to intervene before the decision takes effect.","Art. 26: deployer duties — check input data, retain logs (at least 6 months), report incidents.","Art. 49-50: labelling — AI-generated content (text, image, audio, video) must be visibly marked. High-risk also requires CE marking.","Art. 50(1): chatbots, voice agents, AI assistants — users must be able to tell they are talking to a machine.","Art. 71: serious incidents (harm to health, safety, fundamental rights) must be reported to the market-surveillance authority within 15 days.","GPAI (Art. 51-55): publish a training-data summary, copyright policy, document energy consumption — duty since 02.08.2025.","GDPR Art. 22: no fully automated individual decisions with legal effect without opt-in or statutory basis."],"service":["Risk classification per feature, documented in the repo (`docs/history/YYYY-MM-DD_*.md`) with references to specific AI Act articles — auditable and review-ready.","AiBadge component for all AI outputs (text, image, audio) — DE+EN, dark/light mode, with provider and confidence score where available.","Approval gates for customer-facing AI content (blog, email, invoice) — the AI proposes, a human approves. Nothing is sent automatically.","Audit logs in Postgres with admin search UI: which agent did what when, with which model, which prompt, which result. Retention: 6+ months (Art. 26(6)).","EU-hosted models by default (Scaleway Paris with Mistral and Pixtral) instead of US LLMs for sensitive workloads — lower compliance risk for GDPR third-country transfer.","Privacy policy with a dedicated AI section: which models, which data, which purposes, which rights the user has (access, deletion, objection).","AI literacy training for your team (Art. 4): two-hour workshop on when AI may be used, where limits are, how incidents are reported.","Risk workshop for your product: 90-minute session in which we determine the AI Act risk class together and produce a written report.","For high-risk: full risk management system per Art. 9-15, including threat model, test-data documentation, technical specification and conformity assessment."]},"barrierefreiheit":{"metaTitle":"Accessibility (BFSG) — mandatory since 28.06.2025 for B2C sites","metaDescription":"What the German Accessibility Strengthening Act requires, who it applies to, what it costs — and how we build websites WCAG 2.2 AA-compliant. With audit, training and statement page.","label":"04 · Accessibility","title":"Accessibility: BFSG since 28.06.2025","subtitle":"The German Accessibility Strengthening Act (BFSG) implements EU Directive 2019/882 (European Accessibility Act). B2C websites, apps, e-commerce, e-books and online banking must be accessible since 28.06.2025. Violations: up to EUR 100,000 in fines plus distribution bans.","legal":"German Accessibility Strengthening Act (BFSG, in force since 28.06.2025) · BFSGV (regulation implementing the BFSG) · EU Directive 2019/882 (European Accessibility Act, EAA) · EU Directive 2016/2102 (public sector) · BITV 2.0 (federal/state/local government) · Harmonised standard EN 301 549 V3.2.1 · WCAG 2.2 Level AA as technical benchmark","about":"$1c","whoAffected":["Online shops (B2C) — regardless of company size, because e-commerce is its own mandatory category.","Banks and financial services with online banking, trading platforms, credit/account applications.","Transport companies and travel providers with online booking, tickets, live departure times.","Providers of e-books, e-readers and digital reading devices.","Payment providers (ePayment, wallet apps, pay buttons).","Telecommunications companies with consumer portals (contracts, hotline booking).","All other companies with a B2C website or app once they hit >10 employees OR >EUR 2m turnover."],"duties":["Keyboard operation: every function reachable without a mouse, logical tab order, no 'keyboard trap' effect.","Screen-reader compatibility: semantic HTML (heading hierarchy, landmarks), ARIA roles only where HTML alone isn't enough.","Colour contrast: at least 4.5:1 for body text, 3:1 for large text (from 18pt) and UI components/graphics.","Scalable text up to 200% without loss of function and without horizontal scrolling.","Focus indicators visible and consistent (no 'outline:none' without a replacement), with sufficient contrast.","Touch targets at least 24×24 CSS pixels (WCAG 2.2 SC 2.5.8) — important on mobile.","Alt text for every informative image, captions for video, transcripts for audio.","Form labels clearly associated, error messages understandable and with a hint how to fix.","Animations reducible (`prefers-reduced-motion`), no auto-play longer than 5 seconds.","Statement of accessibility on the site: state (fully/partially/not), exceptions with reasons, contact, conciliation body.","Feedback mechanism for users (email or form) with a response-time promise."],"service":["WCAG 2.2 AA audit: automated scan (Lighthouse + axe-core) plus manual review plus screen-reader test with NVDA (Windows) and VoiceOver (Mac/iOS).","Written audit report with priority (blocker / critical / optimisation) and concrete code pointers, not just 'problem here'.","Semantic HTML refactoring where components aren't accessible — from buttons to navigation menus, modals, tabs.","Component library audit: existing UI components (buttons, inputs, cards) checked against BFSG and brought up to standard.","Accessibility panel for end users: font-size slider, high-contrast mode, reduced motion, read-aloud — not a pseudo-toolbar, but real CSS classes the components actually react to.","Statement page with the legally required content (date, contact, feedback address, conciliation body) — DE and EN, synced automatically with the audit history.","Feedback form with categories, file upload and a response-time promise (typically: 5 business days for first reply).","Team training for developers and content editors: 2-3 hour workshop on WCAG basics, screen-reader demo, definition of done.","Continuous review on new features (a11y as standard in the definition of done, CI tests with axe-core, manual smoke tests before release)."],"tryDemoText":"Live scan of your website — axe-core + AI explanation in plain language"},"e-rechnung":{"metaTitle":"B2B e-invoicing — mandatory since 01.01.2025 in Germany","metaDescription":"XRechnung and ZUGFeRD done right. Who must do what when, which formats apply, how to archive in a GoBD-compliant way.","label":"05 · E-invoicing","title":"E-invoicing: B2B mandatory since 01.01.2025","subtitle":"Germany's Wachstumschancengesetz made electronic invoicing mandatory in B2B. Receiving must be possible for everyone since 01.01.2025. Sending is staggered: from 01.01.2027 for everyone with turnover above EUR 800k, from 01.01.2028 for all B2B. PDF alone is not enough — structured XML is required.","legal":"German Wachstumschancengesetz (Art. 23) · § 14 UStG · GoBD (principles for proper computer-aided accounting) · EN 16931 · CIUS XRechnung","about":"$1d","duties":["Receiving capability since 01.01.2025 (email inbox for XRechnung/ZUGFeRD).","Structured format per EN 16931 (XRechnung CIUS or ZUGFeRD profile EN 16931).","Validation against the KoSIT validator (Schematron check for XRechnung).","Mandatory fields: service/delivery date, VAT ID, order reference, bank details.","Discount terms in structured fields, not free text.","GoBD-compliant 8-year archive, immutable (hash-secured).","No format change on receipt: the original XML is the invoice.","On errors: cancellation + new invoice, no after-the-fact editing.","Document inbound timestamp and receipt proof (date, time, sender) — GoBD requires traceability from arrival.","Automatic detection of XML attachment vs. descriptive PDF: XML is the invoice, PDF only the visualisation — processes must separate them.","Use the transition rule until 31.12.2026 with documentation: paper/PDF sending only with documented recipient consent — otherwise inadmissible from 2027."],"service":["Implementation of an e-invoice generator (XRechnung 3.0.x or ZUGFeRD 2.3+).","Validation against the KoSIT validator before every send (no 'just ship it').","GoBD-compliant archive in Supabase Storage with hash lock and write protection.","Receiving path: email inbox + parsing (extract XML, validate, import into accounting).","Integration with DATEV export or existing ERP (lexware, SAP, etc.).","Migration of legacy PDF invoices: assess which ones still need conversion.","Status dashboard: received/sent/open/rejected invoices.","Test suite with valid + intentionally broken XRechnungen (missing VAT ID, wrong date format, invalid schema) as regression protection before every deploy.","Rejection workflow: automatic email to accounting with the KoSIT error in plain text (no XML wall of text) — including correction hints."],"whoAffected":["All B2B businesses in Germany — from solo trades to corporations. Receiving has had no turnover threshold since 01.01.2025. Sending is staggered: from 01.01.2027 for businesses with more than EUR 800,000 prior-year turnover, from 01.01.2028 for everyone.","Small businesses (Kleinunternehmer, § 19 UStG) — they must be able to receive and read e-invoices, even if not yet obliged to issue them.","Contractors to public authorities — B2G has been XRechnung-mandatory since 2020 (federal and state e-invoicing regulations).","Landlords with commercial letting to businesses (office, shop, warehouse) — rent is a B2B turnover.","Associations and foundations with taxable commercial operations (sponsoring, advertising, sales to businesses).","Tax advisors and accounting service providers — they need to serve clients in both directions (receipt and sending).","Online shops with B2B customers (SaaS, digital goods, physical products) — including cross-border, if the recipient is in Germany."],"tryDemoText":"Validate your XRechnung XML or ZUGFeRD PDF — KOSIT validator + AI explanation"},"ai-agents":{"metaTitle":"Building AI-agent workflows compliant — AI Act + GDPR Art. 22","metaDescription":"Multi-agent systems done right: audit trail, approval gates, EU-hosted models, rollback paths. How we implement AI agents GDPR- and AI-Act-compliant.","label":"06 · AI agents","title":"AI-agent workflows: compliance is architecture","subtitle":"Several AI agents working together is state-of-the-art — but legally demanding. You combine AI Act duties (Art. 26 human oversight, Art. 50 labelling) with GDPR Art. 22 (no fully automated individual decisions). Without an audit trail, no compliance proof.","legal":"Regulation (EU) 2024/1689 (AI Act) · GDPR Art. 22 · GDPR Art. 30 (records of processing) · GDPR Art. 35 (DPIA for profiling)","about":"$1e","duties":["Per agent run: full log (input, model, output, timestamp, tool calls).","Approval gates at critical decisions (hiring, budget, code deploy, customer contact).","Memory system for the audit trail (continuous-learning pattern, insights, improvements).","Rollback option for every agent action (no 'irreversible by design').","EU-hosted models for sensitive workloads (Scaleway Paris, no US provider).","Tool rules per agent: which APIs may it call, which data read, which actions take.","Human oversight dashboard for admin review of agent outputs before production.","Retention: delete AI prompts and logs after 30 days (unless legal retention applies).","AI labelling for every output to end users (Art. 50 AI Act): AiBadge, audible cue, text marker — machine-readable AND visible to humans.","Model card per deployed model: provider, version, training data provenance, known bias, language coverage — foundation for risk decisions.","Kill switch for anomalies: rate explosion, token overrun, content floods or hallucination cascade — automatic stop, not 'I'll check tomorrow'."],"service":["Architecture with clear agent roles (e.g. CEO/CTO/engineer pattern), tool rules per role.","Memory system (insights/improvements as separate collections with audit reference).","Approval workflow before production actions (admin UI, email notification).","Audit logging in Postgres with search UI: agent, run, input, model, output, time.","EU-hosted models by default (Scaleway Mistral, Pixtral) — US LLMs only on opt-in.","AiBadge integration on every AI output (DE+EN, visible to end users).","Dashboard with agent run history and filters (by agent, date, status).","Cost control per agent run: budget limit, token counter, automatic brake on overrun — protects against runaway bills and runaway agents.","Hallucination detection with confidence score: below threshold X automatic human triage instead of auto-publish — including a UI to refine."],"whoAffected":["Software providers and agencies building or operating AI agents for clients — 'providers' in the AI Act sense.","SaaS companies with autonomous AI features: auto-reply, auto-booking, auto-purchase, content automation — anything that happens without human approval is scrutinised more strictly.","HR and recruiting tools with CV scoring, video interview analysis, applicant ranking — high-risk under Annex III with elevated duties.","Fintech and credit providers with ML scoring, creditworthiness or fraud detection — also high-risk (Annex III), plus GDPR Art. 22.","E-commerce with dynamic pricing, personalised recommendations or autonomous bot support toward end customers.","Businesses with internal AI agents for accounting, reporting or compliance checks — documentation duty applies even without external effect.","Operators of chatbots and virtual assistants — Art. 50 AI Act requires labelling, even for simple FAQ bots."]}},"faq":{"cookie-consent":[{"q":"Is it enough to show the banner once and never again?","a":"No. As soon as the cookie list changes (new third party, new purpose, different retention), consent must be requested again. And if a user clears what your CMP set (e.g. cookies deleted), the banner comes back — which is correct."},{"q":"Can the 'Accept' button be more prominent than 'Reject'?","a":"No. The German DSK clarified in August 2024: rejecting must be possible with the same effort as accepting — no dark patterns, no hidden menu, no 'three clicks deep' effect. Otherwise the consent is not free and is invalid."},{"q":"What counts as a 'strictly technically necessary' cookie?","a":"Very little: session cookies for login, shopping cart contents, CSRF tokens, language preference on direct user request. Statistics cookies, marketing pixels, tracking, embedded YouTube/Maps frames are NOT strictly necessary — even if 'just for reach measurement'."},{"q":"I use Google Tag Manager. What do I need to check?","a":"The Tag Manager itself is usually not the problem — the tags it serves are. Make sure no marketing or statistics tags 'fire' BEFORE consent. Google Consent Mode v2 helps but is not automatically compliant — if you use 'Basic Consent Mode', hits are still sent (in restricted form). 'Advanced' plus a real block by the CMP is safer. Auditing via Chrome DevTools (Network tab before clicking consent) is the easiest test."},{"q":"Does the TDDDG apply to my mobile app too?","a":"Yes. § 25 TDDDG talks about 'end devices' — smartphones, tablets, smart TVs and IoT devices count just as much as laptops. So tracking SDKs (Firebase Analytics, AppsFlyer, Adjust, Meta Audience Network) must sit behind the consent gate just like browser cookies. iOS tracking permission (ATT) is a separate duty (Apple's App Store) and does not replace TDDDG consent."},{"q":"Is 'pay or consent' (pay instead of accepting tracking) allowed?","a":"Limited yes, with conditions. The DSK clarified in August 2024: only if the paid offer is a 'real' service (no feature downgrade), the price is reasonable, and users are not pushed into a de-facto forced situation. The CJEU (Meta ruling 2023) and EDPB opinion 4/2024 set strict requirements. Pure 'accept tracking or pay EUR 9.99/month' models are highly risky in practice — warning letters very likely."}],"dsgvo":[{"q":"As a sole proprietor, do I need a Data Protection Officer?","a":"Only from 20 people regularly processing personal data automatically. OR if data processing is your core business (e.g. marketing agency, tracking provider). As a solo developer without staff, typically no — but you still need RoPA and DPAs."},{"q":"Is a server in Germany enough to be GDPR-compliant?","a":"EU hosting is necessary but not sufficient. You still need DPAs, deletion concept, privacy policy, access procedures etc. And if your hoster has sub-processors in the US (CDN, logging service), you are back to the third-country transfer issue — check!"},{"q":"How long can I keep logs with IP addresses?","a":"IP addresses are personal data. Keep them only as long as strictly necessary — typically 7 days for web logs, 30 days for security audits. Longer only with concrete legal basis (e.g. ongoing incident). Anonymised logs (truncated IP) may stay longer."},{"q":"Newsletter: is double-opt-in enough, or do I need more?","a":"Double opt-in (confirmation email with click link) is the minimum standard — without it, consent is invalid. On top you need: documented timestamp + IP of the sign-up + confirmation click (in the confirmation log), clear information about purpose (what you'll inform about) and provider (e.g. Mailjet, Brevo), unsubscribe link in EVERY email, and separation of sign-up from other buttons (no 'on ordering, you're automatically signed up to the newsletter')."},{"q":"Someone files an access request (Art. 15) — what do I have to deliver?","a":"Within 1 month (Art. 12(3), extendable by 2 months for complexity): a structured copy of all data about the person, plus the purposes, categories, recipients, retention periods, source (if not collected directly), whether automated decisions take place. Verify identity first (email from the account usually suffices), deliver as JSON/CSV plus an explanatory cover note. Do not include third-party data (employees, other customers from conversations)."},{"q":"A data breach happens — what must I do in the first 72 hours?","a":"Immediately, internally: stop the incident, determine scope (which data, how many people), preserve evidence (logs). Within 72h notify the competent supervisory authority (Art. 33) via their online form — even if not everything is known, supplementary notifications are allowed. If high risk to data subjects, also inform them (Art. 34), in plain language and with guidance on what they can do. Document everything — the supervisory authority requires the breach register."}],"ai-act":[{"q":"My chatbot only answers product questions — am I affected?","a":"Yes. Even a simple chatbot falls under Art. 50 AI Act: the user must be able to recognise that they are interacting with AI (not a human). That is 'limited risk' and only costs you a clear hint in the UI. You only become high-risk under Annex III (education, employment, law enforcement etc.)."},{"q":"What do I need to do if I publish AI-generated text on my website?","a":"Art. 50 requires labelling as AI-generated — visible to the user. In Schwankl Software installations that's the `<AiBadge />` component. If AI only 'rephrased' a human-written text, the situation is fuzzy — labelling is always the safer choice."},{"q":"Can I use OpenAI/Anthropic in the EU or does everything have to run on EU servers?","a":"You can use them, but you need a viable framework for the third-country transfer (Standard Contractual Clauses + Transfer Impact Assessment) AND must inform users transparently. For sensitive workloads (HR decisions, health, finance) I recommend EU-hosted models like Scaleway Mistral — lower compliance risk."},{"q":"What does a concrete AI Act violation cost?","a":"Art. 99 sets three tiers: prohibited practices (Art. 5) up to EUR 35m or 7% of global turnover — whichever is higher. Violations of high-risk or GPAI duties up to EUR 15m or 3%. Misleading information to supervisory authorities up to EUR 7.5m or 1%. For SMEs the fine is capped at the lower of the two values (absolute/percentage) — but it's still six figures."},{"q":"Do I need my own AI policy for staff?","a":"In practice, yes — even if the AI Act doesn't literally use the word 'policy'. Art. 4 obliges every provider and deployer to ensure that staff using AI have sufficient AI literacy. In real terms that means: a written guideline on what is allowed (e.g. ChatGPT for internal research), what isn't (e.g. dumping customer data into external LLMs), how incidents are reported, plus training on onboarding and annually. I provide a template and the workshop."},{"q":"How do I document risk assessments audit-ready?","a":"In the repository, not in a Word file. One entry per feature in `docs/history/YYYY-MM-DD_*.md` with: which AI Act articles you checked, the resulting risk class, who made the decision, what controls are in place, what tests exist. If a supervisory authority shows up, you can show git history + code instead of 'there was a PDF somewhere'. That's also the standard the EU Commission recommends in its guidance."}],"barrierefreiheit":[{"q":"My shop has 8 employees and EUR 1m turnover — am I affected?","a":"It depends. Both thresholds must be BELOW the line to use the exemption: fewer than 10 employees AND less than EUR 2m turnover. With 8 staff and EUR 1m you'd already be out. BUT: e-commerce is its own mandatory category without thresholds — if you sell B2C, BFSG always applies."},{"q":"Is a 'toolbar' with font size + contrast that many sites embed enough?","a":"No, that's window dressing. Most toolbars set DOM classes without the components reacting — so click OK, effect zero. Real accessibility is the site itself: semantic HTML, keyboard operation, sufficient contrast, correct ARIA roles. A toolbar can be a comfort layer, but replaces nothing."},{"q":"What is the 'statement of accessibility'?","a":"Mandatory site content: state of conformity (full / partial / none), areas not yet accessible (with reason), contact for issues, conciliation body. Format: a dedicated page, usually linked in the footer. Even if not everything is fulfilled — transparency is required."},{"q":"What concretely happens if I don't meet the BFSG?","a":"Three stages: first the competent market-surveillance authority (Federal Accessibility Centre via the state-level bodies) can raise objections and demand remediation. Second, fines up to EUR 100,000. Third, the authority can prohibit distribution of the product or provision of the service until the defect is fixed — for online shops that effectively means a shutdown. On top of that come consumer-association warning letters and reputational damage."},{"q":"What does a WCAG 2.2 AA audit cost, and how long does it take?","a":"Depends on page count and complexity. Rule of thumb: a simple 5-10-page site with contact form and products — 1-2 days of audit plus report (about EUR 1,500-3,000). A complex portal with login, booking, checkout — 4-8 days (about EUR 6,000-12,000). Purely automated tools (Lighthouse, axe-core) only catch 25-40% of issues — the truly blocking ones (keyboard trap, wrong heading hierarchy, bad screen-reader experience) can only be found manually."},{"q":"How do I keep accessibility going long-term, not just once?","a":"Three building blocks: first, automated tests in CI (axe-core in Playwright tests, blocks pull requests on new violations). Second, extend the 'definition of done' for new features with a11y items (keyboard tested, screen-reader test, contrasts checked). Third, annual re-audit with real users and onboarding training for new team members. Anyone who doesn't bake this into the process is back at ~40% conformance after 12 months."}],"e-rechnung":[{"q":"What is the difference between XRechnung and ZUGFeRD?","a":"XRechnung is pure XML — no human-readable form. Standard in the German B2G area (authorities), works for B2B too. ZUGFeRD from profile EN 16931 is a hybrid: PDF with embedded XML — humans see the PDF, software reads the XML. ZUGFeRD is more common in practice, both are legally equivalent."},{"q":"Can I just have a PDF invoice 'converted' into an e-invoice?","a":"Not reliably. PDF-to-XRechnung conversion would have to interpret text via OCR and heuristics — error-prone (VAT rates, order numbers, discount terms). Cleaner: generate the invoice structured from master data from the start, NOT backwards from the PDF. Legacy stock can be converted, but every result needs review."},{"q":"Do I still need to keep incoming e-invoices as PDFs?","a":"No — and it would be problematic. The original is the XML file. You must keep that GoBD-compliant for 8 years, unchanged (hash-locked). Generating a PDF preview is fine, but it's an attachment/preview, not the original. Anyone who throws away the XML and only keeps the PDF has lost the original."},{"q":"I'm a Kleinunternehmer under § 19 UStG — am I exempt?","a":"From sending, yes (for now); from receiving, NO. Since 01.01.2025 you must accept and be able to read structured e-invoices. That doesn't mean 'pull the PDF from your inbox' — it means extract, validate and archive the XML attachment. Sending is added from 01.01.2028 if you still issue B2B invoices by then."},{"q":"What happens if I still accept PDF invoices without XML?","a":"Formally, since 2025 that is no longer a proper invoice under § 14 UStG — the tax office can deny input VAT deduction. Enforcement is lenient during the 2025/2026 transition, but relying on that is a mistake. Cleaner path: politely inform the sender once and ask for XRechnung or ZUGFeRD — most have it available anyway."},{"q":"What about invoices from other EU countries?","a":"Other EU formats are permitted if they are EN 16931-compliant. The Peppol BIS Billing 3.0 standard is widespread, EN-16931-based and delivered via the Peppol network. Important: check the format with a validator and test compatibility with your accounting software — not every ERP handles Peppol out of the box."}],"ai-agents":[{"q":"Is a simple log file enough as an audit trail for AI agents?","a":"In theory yes, in practice no. A flat log file is not searchable, not auditable, not access-controlled. In the worst case the supervisory authority wants to know per run: which agent? what input? which model? what output? which tools? Structured logging in Postgres with a search UI is the minimum standard for compliance proof."},{"q":"When exactly do I need an approval gate?","a":"Before any action with external impact: customer-facing content (blog post, email, invoice), money movement, HR decision, code deploy to production. Rule of thumb: 'Would I let an inexperienced employee do this without review?' — if no, then not an AI agent either. Approval can be a one-click UI, but must be documented (who, when, what)."},{"q":"Why EU-hosted models when OpenAI offers contracts too?","a":"Three reasons. (1) Third-country transfer costs compliance effort (TIA, SCCs, risk weighing — repeated on every change of business basis). (2) Schrems II risk: US authorities can compel US providers. (3) Data sovereignty: for sensitive workloads (HR files, health, strategy papers) 'stay in the EU' is gold standard. Scaleway Mistral costs about the same and avoids the entire third-country topic."},{"q":"Does my simple chatbot already fall under the AI Act?","a":"Yes — Art. 50 requires labelling as AI as soon as a user interacts with the system. Even the simplest FAQ bot is covered. Additionally Art. 5 applies: no manipulation, no subliminal influence, no exploiting vulnerabilities. In practice a visible hint at the chat window (e.g. 'This chat is answered by an AI') plus an escalation path to a human is sufficient."},{"q":"How do I comply with GDPR Art. 22 when the agent prepares decisions?","a":"Human-in-the-loop only works if the human has real control — not if they formally rubber-stamp what the algorithm delivers. Concretely: the human must see the inputs, be able to justify the result, have alternatives, and be given time to review. A 'This decision was AI-prepared, approve?' without a real alternative violates Art. 22. For automated individual decisions (credit granting, applicant rejection, termination): obtain opt-in or route to humans."},{"q":"What do I do if an agent made a wrong decision?","a":"Immediately: reconstruct the run from the audit trail (input, model, prompt, tool calls, output) and roll the action back. With external effect (customer received wrong email, invoice mismatched): actively inform affected parties — a GDPR request may follow, and you need evidence. Document root-cause analysis (was it the prompt, the model, a tool call, an edge case in the data), tune guardrails, log it as a lesson learned in the memory system. Log every step — that is also the base for the 'lessons learned' duty under Art. 11 AI Act."}]}},"articleFooter":{"topics":"Topics:","shareTitle":"Share with friends & colleagues","shareLinkedIn":"Share on LinkedIn","shareTwitter":"Share on X","shareFacebook":"Share on Facebook","shareEmail":"Share via email","copyLink":"Copy link","linkCopied":"Link copied!","emailSubject":"Interesting article","emailBody":"Check out this article:","ratingQuestion":"How helpful did you find this page?","ratingLabel":"Rate with {stars} stars","ratingThankYou":"Thank you for your feedback!","ratingConfirmation":"Your rating ({stars} stars) helps to continuously improve the content.","ratingFirst":"Be the first","ratingCount":"{count} ratings","relatedTitle":"Related articles"},"newsletter":{"title":"Newsletter","description":"Monthly tips on AI, web development, and RAG.","emailPlaceholder":"your@email.com","subscribe":"Subscribe","success":"Confirmation email sent!","alreadySubscribed":"This email is already subscribed.","error":"Subscription failed. 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Contact us.","ctaTitle":"Interested?","readTime":"Read Time","relatedProjects":"Related Projects","results":"Results","solution":"Solution","testimonials":"Testimonials","viewProject":"View Project","glossary":{"metaTitle":"AI & Tech Glossary — 24 Terms Explained | Schwankl Software","metaDescription":"RAG, LLM, MCP, EU AI Act, e-invoicing & more: the Schwankl Software glossary explains the key terms from AI, compliance and modern web development — concise and clear.","eyebrow":"Glossary","headline1":"AI & tech,","headlineAccent":"explained clearly","intro":"24 terms from AI, law and web development — each explained in 3-4 sentences, without marketing fog. Updated: July 2026.","categories":{"ki":"Artificial Intelligence","recht":"Law & Compliance","tech":"Web & Infrastructure"},"ctaTitle":"Term clarified — project pending?","ctaBody":"We build RAG systems, AI agents and web applications that meet GDPR and EU AI Act requirements from day one. In a free intro call we'll clarify what makes sense for your project.","ctaButton":"Free intro call","terms":{"rag":{"term":"RAG (Retrieval-Augmented Generation)","question":"What is RAG?","definition":"RAG combines a language model with a searchable knowledge base: before answering, the system retrieves relevant documents and passes them to the model as context. The AI answers based on your own company data instead of training data alone — with far fewer hallucinations and always current content. RAG is the standard approach when companies want to make their documents, wikis or product data AI-searchable.","category":"ki"},"llm":{"term":"LLM (Large Language Model)","question":"What is an LLM?","definition":"A large language model is an AI model trained on vast amounts of text that understands and generates language — examples include GPT, Claude, Mistral and Gemini. LLMs answer questions, summarize texts, write code and form the basis for chatbots, RAG systems and AI agents. For GDPR-sensitive applications, EU-hosted alternatives such as Mistral on Scaleway (Paris) are available.","category":"ki"},"mcp":{"term":"MCP (Model Context Protocol)","question":"What is the Model Context Protocol (MCP)?","definition":"MCP is an open standard by Anthropic (2024) that lets AI assistants securely access external tools and data sources — such as databases, CRMs or APIs. Instead of building a custom integration per tool, an MCP server exposes defined functions that any compatible AI client can use. This makes a company system 'AI-operable' without losing control over access.","category":"ki"},"ai-agent":{"term":"AI Agent","question":"What is an AI agent?","definition":"An AI agent is an AI system that plans and executes multi-step tasks autonomously: it breaks a goal into steps, uses tools (search, databases, APIs) and checks intermediate results. Unlike a chatbot, an agent doesn't just answer — it acts. Under the EU AI Act this always requires human oversight (human in the loop) for critical decisions.","category":"ki"},"prompt-engineering":{"term":"Prompt Engineering","question":"What is prompt engineering?","definition":"Prompt engineering is the deliberate crafting of instructions for a language model to obtain reliable, reproducible results. It includes role definitions, examples (few-shot), output formats and guardrails against unwanted behavior. In production systems, prompts are versioned, tested building blocks — not ad-hoc inputs.","category":"ki"},"embedding":{"term":"Embedding","question":"What is an embedding?","definition":"An embedding translates text (or images) into a numeric vector that captures meaning: semantically similar texts sit close together in vector space. Embeddings are the foundation of semantic search in RAG systems — you search by meaning, not exact keywords.","category":"ki"},"vektordatenbank":{"term":"Vector Database","question":"What is a vector database?","definition":"A vector database stores embeddings and finds the most semantically similar entries to a query within milliseconds (similarity search). It is the core of every RAG pipeline — common options include pgvector (a PostgreSQL extension, e.g. in Supabase), ChromaDB and Qdrant. For GDPR-compliant setups, EU hosting and deletion concepts matter most.","category":"ki"},"fine-tuning":{"term":"Fine-Tuning","question":"What is fine-tuning?","definition":"Fine-tuning further trains an existing language model on your own example data to permanently adapt style, format or domain language. It only pays off when prompt engineering and RAG are no longer sufficient — for most business use cases RAG is the cheaper, more flexible choice because knowledge stays updatable without retraining.","category":"ki"},"halluzination":{"term":"Hallucination (AI)","question":"What is an AI hallucination?","definition":"A hallucination is a convincingly worded but factually wrong answer from a language model — such as invented sources, figures or legal clauses. Countermeasures include RAG (answers backed by verifiable sources), confidence indicators and human approval for critical outputs. The EU AI Act requires transparency for AI-generated content.","category":"ki"},"inference":{"term":"Inference (AI operations)","question":"What does inference mean for AI models?","definition":"Inference is the live operation of a trained AI model — every request to an LLM is an inference call. Latency, cost per token and hosting location are decisive: EU providers such as Scaleway (Paris) enable GDPR-compliant inference without data transfers to the US.","category":"ki"},"eu-ai-act":{"term":"EU AI Act","question":"What is the EU AI Act?","definition":"The EU AI Act (Regulation (EU) 2024/1689) is the world's first comprehensive AI law. It classifies AI systems by risk: prohibited practices, high-risk systems (strictly regulated), limited risk (transparency duties such as AI labeling, Art. 50) and minimal risk. Companies using AI must meet labeling, documentation and oversight obligations in stages from 2025/2026.","category":"recht"},"dsgvo":{"term":"GDPR","question":"What does the GDPR regulate for AI applications?","definition":"The General Data Protection Regulation governs any processing of personal data — for AI applications this mainly concerns prompts, training data and logs. In practice: clarify the legal basis, minimize or anonymize data, prefer EU hosting, implement retention limits and inform data subjects (Art. 13). Automated individual decisions require special safeguards under Art. 22.","category":"recht"},"e-rechnung":{"term":"E-Invoice (ZUGFeRD / XRechnung)","question":"What is an e-invoice under ZUGFeRD or XRechnung?","definition":"Since 2025, German companies must be able to receive structured electronic invoices in B2B. XRechnung is the purely machine-readable XML format (mandatory for public-sector clients); ZUGFeRD combines a human-readable PDF with embedded XML. Both satisfy EU standard EN 16931 — a plain PDF via email is not a legal e-invoice.","category":"recht"},"bfsg":{"term":"BFSG (German Accessibility Act)","question":"What does the German Accessibility Act (BFSG) require?","definition":"Since June 28, 2025, the Barrierefreiheitsstärkungsgesetz obliges many companies to offer digital products and services accessibly — including online shops, banking and booking flows. The practical benchmark is WCAG 2.1 AA (contrast, keyboard operation, screen-reader compatibility). Violations can trigger fines and cease-and-desist letters.","category":"recht"},"wcag":{"term":"WCAG 2.1","question":"What are the WCAG guidelines?","definition":"The Web Content Accessibility Guidelines are the international standard for accessible websites, tiered into levels A, AA and AAA. Level AA — including sufficient contrast, keyboard navigation, alt texts and visible focus — is the baseline required in the EU (BFSG, EN 301 549). Accessibility also improves SEO and conversion for all users.","category":"recht"},"human-in-the-loop":{"term":"Human in the Loop","question":"What does human in the loop mean?","definition":"Human in the loop means: the AI proposes, a human decides. Critical actions — sending invoices, publishing content, customer communication — pass through human approval (approval gates). The EU AI Act anchors this principle as human oversight in Art. 26; well-built AI systems log every approval traceably.","category":"recht"},"ki-kennzeichnung":{"term":"AI Labeling (Art. 50 AI Act)","question":"When must AI content be labeled?","definition":"Art. 50 of the EU AI Act requires that people can recognize when they interact with AI or view AI-generated content. In practice: chatbots identify themselves as AI, and generated text and images carry a visible notice (e.g. an 'AI-generated' badge). The obligations phase in fully from August 2026.","category":"recht"},"nextjs":{"term":"Next.js","question":"What is Next.js?","definition":"Next.js is the leading React framework for production web applications: server-side rendering, static generation, API routes and image optimization are built in. For businesses this means fast load times, strong SEO and one codebase for website and web app alike. Version 15 uses the App Router with React Server Components.","category":"tech"},"fastapi":{"term":"FastAPI","question":"What is FastAPI?","definition":"FastAPI is a modern Python framework for web APIs with automatic validation (Pydantic) and self-generated API documentation. It is the de-facto standard for AI backends because the Python ecosystem (LangChain, Transformers, pgvector clients) plugs in directly and asynchronous processing is built in.","category":"tech"},"supabase":{"term":"Supabase","question":"What is Supabase?","definition":"Supabase is an open-source Firebase alternative built on PostgreSQL: database, authentication, file storage and realtime features in one, with an EU hosting option. Row Level Security enforces access rules directly in the database — and with pgvector, Supabase doubles as a vector database for RAG applications.","category":"tech"},"docker":{"term":"Docker","question":"What is Docker?","definition":"Docker packages applications with all their dependencies into containers that run identically everywhere — from a developer laptop to the production server. This makes deployments reproducible and server migrations predictable. Run on your own EU VPS, companies keep full data sovereignty instead of vendor lock-in with US clouds.","category":"tech"},"ci-cd":{"term":"CI/CD","question":"What does CI/CD mean?","definition":"Continuous integration / continuous deployment automates the path from code change to production: every change automatically runs through tests, security scans and — on success — deployment. This drastically reduces error rates and turns releases into routine instead of risk. Typical tools: GitHub Actions, Gitea Actions, GitLab CI.","category":"tech"},"ssr":{"term":"Server-Side Rendering (SSR)","question":"What is server-side rendering?","definition":"With server-side rendering, the server builds the finished HTML page and delivers it complete — instead of assembling it in the browser via JavaScript. Benefits: faster first paint, reliable indexing by search engines and AI crawlers (many don't execute JavaScript) and better performance on weak devices.","category":"tech"},"llms-txt":{"term":"llms.txt","question":"What is llms.txt?","definition":"llms.txt is a convention (2024): a Markdown file in the website root that concisely tells AI crawlers who is behind the site, what services exist and which pages matter — the counterpart to robots.txt, but for content instead of access rules. Sites with llms.txt get cited more precisely by AI search engines like Perplexity or ChatGPT Search.","category":"tech"}}}},"now":"$undefined","timeZone":"UTC","children":"$L1f"}] </article></body></html>