What does the evidence actually support?
In this fictional AI pilot, teams have tried a project-update workflow twice. The next review concerns adding one workflow. No time or quality improvement has been measured.
I would use AI to compare workstream notes and prepare a short draft. The leader still has to decide what the evidence justifies asking the sponsor to approve.
Source notes
E1: Facilitator note
Second test cycle completed for the project-update workflow. Review logs show participants used the checklist. No baseline or follow-up time and quality measurements were collected.
E2: Governance issue log
Teams interpret tool-access and data-boundary guidance differently. Governance owner is not yet assigned. Clarification is required before expansion.
E3: Sponsor agenda
Next cycle decision: whether to add one management workflow. Sponsor must assign a governance owner and approve any controlled expansion.
The recommendation goes too far
This sample draft was written to demonstrate the errors. It is not a recorded model response.
The pilot has improved productivity and is ready to scale across the business. Approve the rollout next cycle.
What I would change
- Remove the productivity claim: E1 contains observations, not measured improvement.
- Narrow the recommendation: E3 concerns one workflow, not an organization-wide rollout.
- Keep the dependency visible: E2 makes governance clarification a prerequisite, not a minor footnote.
The decision brief
Evidence: The project-update workflow completed a second test cycle, and review logs record checklist use. Time and quality improvement have not been measured. [E1]
Risk: Tool and data guidance remains inconsistent across teams. [E2]
Recommendation: Consider one additional management workflow only after the governance owner confirms data boundaries. This is a proposed next step, not a proven outcome. [E2] [E3]
Decision requested: At the next-cycle review, assign the governance owner and decide whether to approve a controlled expansion once that dependency is closed. [E3]