Business accuracy
Representative business scenarios, edge cases, and evidence or citation quality against the outputs your users need.
AI Production Readiness & Evaluation
Know Whether Your AI System Is Ready for Production
Evaluate an AI agent or workflow against your business-specific requirements before wider deployment. Make the go-live decision with evidence about accuracy, security, control and reliability.
Review the behavior your business depends on
A successful demo is a starting point. The review considers how the system handles representative work, uncertainty and failure within its intended operating boundaries.
Control and security
Permissions, prohibited actions, human approval boundaries, escalation paths and the responsibilities attached to consequential actions.
Operational reliability
Failure handling, fallback behavior, logging and traceability so your team can understand results and respond when something goes wrong.
Production acceptance
Customer-specific acceptance criteria, unresolved limitations and remediation guidance to support an accountable deployment decision.
Agree the standard, review the evidence, decide the next step
- Scope the intended use. Agree the system version, users, business requirements, allowed actions and production acceptance criteria.
- Evaluate in a controlled setting. Review approved scenarios and available evidence with your team, within agreed access and operational boundaries.
- Explain the findings. Identify strengths, gaps, limitations and the changes needed before broader deployment.
- Support the readiness decision. Deliver prioritized remediation guidance and a retest plan. Your accountable business and technical owners decide whether to release.
A usable production decision
Readiness findings
An executive summary and evidence-backed findings tied to your agreed requirements, including material limitations and unresolved risks.
Remediation and next steps
Prioritized actions, responsible owners to confirm, and the evidence needed for a follow-up readiness review.
Best suited to teams moving an AI system from pilot to production, expanding its access or actions, or making a material change. The review supports a bounded decision; it does not guarantee error-free future behavior.
Define what ready means for your business
Bring the intended use, current deployment stage and the decision you need to make. We will agree the review scope and required evidence before work begins.
Use our existing scoping calendar or email James. Mention production readiness when booking; the shared calendar is currently labeled Security Audit Scoping Call.