Measure review time, cleanup effort, and release quality

Measure whether the review path saves time, lowers cleanup, and leaves a cleaner release record.

Review steps

fewer

The process should be easier to follow from intake to export.

Cleanup

lower

The goal is less copy-paste work before release.

Handoff

clearer

The record should be easier to trust and reuse.

Criterion	AIP Workbench	Current option
Setup effort	The workbench should be simple enough to explain in one short review.	Spreadsheets usually need more manual setup and more follow-up.
Exception handling	Exceptions stay visible while the team works through the record.	Generic tools often push the cleanup into separate notes or messages.
Release quality	The final output should be cleaner and easier to hand off.	Manual output can be fine, but it usually needs one more cleanup pass.

What the benchmark should prove

Use the benchmark to check whether review time drops, exceptions stay visible, and exports need less repair.

The right measure is whether the team can review faster without losing control of the record.

Recommendation

Use the benchmark when you need a clean way to justify the switch to a better review path.