Editor Hours Reconciliation (Retention)
A sequence with 8 steps: Freeze the baseline before the first AI-assisted edit ships.
By InnovaAI ResearchPublished
What are the steps?
Editor Hours Reconciliation (Retention)
- 01
Freeze the baseline before the first AI-assisted edit ships
Record editor hours, revision rounds, and accepted-deliverable counts for the prior 90 days on the same client retainer. Without a pre-tool baseline, any later productivity claim is unverifiable.
- 02
Tag every project with a single labor category at intake
Separate cut-and-assemble work (silence removal, caption burn-in, clip selection) from judgment work (color, sound mix, narrative pacing). Only the first category is a candidate for measured reduction.
- 03
Log actual editor hours per deliverable, not per project
A 12-video retainer hides variance. Track hours against each accepted file so a single hard deliverable cannot mask gains across the easy ones.
- 04
Count revision rounds and rejected exports as labor
Correction time is where AI-assisted cuts often give back the savings. A clip that needs two extra passes to fix a mis-cut caption has cost more than a manual cut would have.
- 05
Reconcile accepted deliverables against the client's approval record monthly
Pull the client's sign-off list, not the internal task board. Deliverables marked done internally but never approved are not productivity.
- 06
Compare the 90-day post period to baseline on both axes
Report the change in accepted deliverables and the change in editor hours side by side. A category-wide multiplier is not a finding; the client-specific delta is.
- 07
Escalate any account where hours fell but rejections rose
That pattern usually means review moved downstream to the client, which is a retainer risk rather than a saving. Flag it before renewal conversations.
- 08
Reset the baseline whenever the tool stack or the brief changes
Swapping editors, adding a captioning service, or shifting the client's format mix invalidates the prior comparison. Restart the clock rather than blending periods.