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Move one qualified workflow into controlled production.

Implementation begins only after scope, responsibilities, architecture, acceptance criteria, commercial terms and deployment gates are approved.

Build around a named workflow and accountable owner.

Fixed implementation scope protects delivery quality, commercial clarity and the customer decision.

01

Configuration

Selected platform, model and policy configuration against approved architecture.

02

Integration

Named systems, data, identity, tools and failure handling.

03

Agents & workflows

Role, objective, knowledge, permissions, approvals and escalation.

04

Testing & evaluation

Functional, quality, safety, reliability, performance and business acceptance.

05

Controls

Least privilege, audit, budgets, rate limits, monitoring, incident and rollback.

06

Production transition

Training, operating ownership, go-live, hypercare and Managed AI Operations handover.

Go live only when evidence supports it.

A route, component or successful model response is not production evidence. Release requires acceptance, authority, observability and rollback readiness.

Qualify the workflow before committing to implementation.

Define the workflow, architecture, controls, economics, acceptance criteria and 90-day production route before committing to implementation.