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Enterprise AI implementation checklist: from pilot to production

Use this checklist to compare a proposed AI project with what your organization needs to operate it. Assign an owner and evidence for each decision before expanding access.

By Redko · Updated October 13, 2026

1. Establish the business baseline

  • Name the person who owns the workflow and the people using it.
  • Record task volume, handling time, typical errors, and the consequences of failure.
  • Choose a success measure, a comparison period, and a point at which the project should stop or change.

2. Confirm data and access

  • Inventory data sources, content owners, permitted uses, and update frequency.
  • Define identity, role and tenant boundaries, retention, deletion, and sensitive data handling.
  • Check vendor terms, model data policies, procurement, and any required specialist review.

3. Test the whole task

  • Build examples for normal work, ambiguous requests, missing evidence, and unavailable tools.
  • Check retrieval, citations, tool inputs, approval steps, and the final user outcome.
  • Measure quality, response time, and cost together; do not approve a release from a single demo.

4. Prepare a controlled rollout

  • Agree staged access, training, escalation, fallback, and rollback.
  • Name the owners of monitoring, incidents, evaluation updates, and model changes.
  • Document the implementation, ongoing costs, source access, and maintenance expectations.

Turn the checklist into a scope

Ask each prospective delivery team to identify the evidence they will produce at every stage. A written scope should say what is included, what depends on your team, what counts as acceptance, and how changes affect budget and timing.

Sources

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