Illustrative example · AI chatbots
Knowledge-Base Chatbot (RAG)
A chatbot that answers from your own documents and cites sources.
- Next.js
- OpenAI / Claude API
- PostgreSQL + pgvector
- Node.js
Illustrative example. This is a sketch of the kind of solution we build. It is not a delivered client project, the interface is not a real screenshot and no client results are implied.
The challenge
Visitors and staff ask the same questions repeatedly, and answers are buried in documents.
The solution
The bot retrieves the relevant passages from approved content, answers from them, shows sources and hands over when unsure.
Key features
- Answers with sources
- Handover to a person
- Admin content updates
- Question analytics
Want something like this for your business?
Tell us what you need and we'll suggest a sensible scope and first milestone.