Challenge
The client needed buyers and analysts to query a deep, fast-moving dataset in plain language, against a real API, without the model inventing prices or specifications.
Approach
Groq tool-calling over the live API with a pgvector retrieval layer for grounding, and an audit dashboard that tracks answer quality in production.
Results
- Natural-language querying live in production over 401K+ records
- Grounded, tool-called answers — no hallucinated prices or specs
- In-production answer-quality audit trail