Use case and data flow
Define the decision, authorized data, quality target and correct refusal before selecting a model.
A secure multilingual assistant for answers, search, and internal workflows.
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.
An intelligent layer over company knowledge, services, and workflows, designed with access control, auditability, and real API integrations.
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.