Use case and data flow
Define the decision, authorized data, quality target and correct refusal before selecting a model.
From PoC to production-ready service with APIs, monitoring and quality control.
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.
Model, data, API and user experience are engineered as one integrated product.
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.