Use case and data flow
Define the decision, authorized data, quality target and correct refusal before selecting a model.
Connect AI to CRM, ERP, ticketing, and APIs to remove repetitive work.
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.
From input analysis to decisions and actions, workflows are automated with human review, safety constraints, and clear observability.
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.