Operating ProcedureExecution layer

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?

sequence

Editor Hours Reconciliation (Retention)

  1. 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.

  2. 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.

  3. 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.

  4. 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.

  5. 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.

  6. 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.

  7. 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.

  8. 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.