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From PoC to production-ready service with APIs, monitoring and quality control.

Use case and data flow

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.

OVERVIEW

Model, data, API and user experience are engineered as one integrated product.

FAQ

What is needed to start?

Goals, users, workflows, integrations, constraints and acceptance criteria.

Can delivery be phased?

Yes. Start with a bounded vertical slice, measure it, then expand.

NEXT STEP

We break down the problem, identify risk, and build a technical path from proof of concept to production.