Use case and data flow
Define the decision, authorized data, quality target and correct refusal before selecting a model.
Grounded answers from your documents, databases, and proprietary content.
Define the decision, authorized data, quality target and correct refusal before selecting a model.
A provider-neutral gateway, versioned APIs, timeouts, rate limits, fallback and observability.
Retrieval-time permissions, data minimization and human approval for high-impact actions.
Edge-case tests and monitoring for grounding, citation, latency, cost and feedback; uncertainty remains explicit.
Retrieval, ranking, and cited answer generation for enterprise and product knowledge bases.
Goals, users, workflows, integrations, constraints and acceptance criteria.
Yes. Start with a bounded vertical slice, measure it, then expand.
We break down the problem, identify risk, and build a technical path from proof of concept to production.