What an engagement looks like
We start with the material and the people who use it. Then the stages are built as separate parts — read, find, check, answer — so a wrong answer can be traced to one stage and fixed there. Every answer is checked against what was found before it is shown, and the system says “I don't know” when the material doesn't cover the question.
You end up withAnswers your team can check, actions that wait for approval, and a record of every step.
Technologies we use for this
- OpenAI
- Google Gemini
- Cohere
- LangGraph
- LangChain
- Model Context Protocol
- Qdrant
- pgvector
- Python
- FastAPI
Everything we work with