04 · Retrieval-augmented generation
AI knowledge assistants (RAG)
Your company knowledge on demand – with sources, permission checks and answers grounded in your own documents.
AI integration & development
AI where your customers and teams already work
We have been building websites and web applications for years. Today we combine that craft with AI: assistants in customer portals, intelligent product search, automatic copy and insights – seamlessly embedded in your product.
Why it matters
AI integration & web apps
Good AI features never feel bolted on. They speed up concrete tasks: a form that fills itself in, a search that understands questions, a dashboard that explains anomalies. We design and build these features with a focus on user experience, performance and cost control.
Technically we rely on modern web stacks such as Next.js and React, stream AI responses in real time and care about accessibility, SEO and privacy – just like on this website.
What you get
Scope of work
UX for AI
Interfaces that build trust: streaming, citations and easy corrections.
Web apps & portals
Next.js, React and Node.js – fast, secure and search-engine friendly.
AI APIs & backend
Clean LLM API integration with caching, rate limits and fallbacks.
Smart search
Semantic product and content search that understands intent.
Cost control
Model selection, prompt caching and budgets keep running costs in check.
Accessibility & SEO
Accessible in line with WCAG and technically clean for Google and AI search engines.
Typical uses
What companies use it for
- AI assistant in your customer portal or online shop
- Semantic product search and product advice
- Automatic product and category copy in multiple languages
- Internal tools that summarise and explain data
- Extend existing software with AI features
Process
How we work
Concept & design
Where does AI add real value for your users?
Clickable prototype
Test early, learn early – before big budgets are spent.
Development
Iterative, tested and released regularly.
Launch & growth
Monitoring, optimisation and new features as needed.
Technology
What we work with
- Next.js
- React
- Node.js
- TypeScript
- Vercel AI SDK
- Streaming
- PostgreSQL
- WCAG 2.2
FAQ
Frequently asked questions
Can you integrate AI into our existing software?
Yes. We work with your existing stack, add AI features via APIs or microservices and coordinate closely with your development team.
Do you still build classic websites?
Yes – websites and web apps are our roots. Today we design them AI-ready from day one: fast, well-structured and easy to read for search engines and AI assistants.
How do we keep AI costs under control?
By choosing the right model per task, caching, per-user limits and transparent cost dashboards. That keeps spending predictable.
Is the solution GDPR-compliant?
We build privacy in from the start: data minimisation, EU processing, data processing agreements and – where needed – locally hosted models.
All services
Related services
- 01 · AI agents & assistants
AI agents
Digital co-workers that understand requests, prepare decisions and complete tasks inside your systems.
- 06 · Consulting, workshops & training
AI consulting & strategy
From the first workshop to a roadmap: we find the AI use cases that genuinely pay off for you.
Ready for your first automation?
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