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Portfolio demonstration with synthetic data

Reviewing an AI-assisted reporting change

A fictional reporting team uses AI to draft a change to its conversion logic. Compare the review evidence across three revisions and decide when the change is ready for release.

My role

I designed an AI-assisted operations framework with specialized workstreams, review checkpoints, change controls, and validation standards.

How a reporting change gets reviewed

  1. Assign the scoped change
  2. Draft the reporting logic
  3. Run checks and review evidence
  4. Release with approval

Review the change at each step

Release checks
GateExpectedObservedResult

What goes in the change record

Keep the proposed logic, test results, approval, and rollback steps together. If the numbers fail a check after launch, restore the previous logic and rerun the test.