AI made generation cheap and regeneration feel free. So teams regenerate constantly — and each regeneration hides labor: the search for the source, the reconstruction of the recipe, the review of near-duplicates, the repair of wrong-version deliveries. Individually trivial, collectively enormous. Rework is the production tax, and this article gives you the ledger.
The four rework categories
- Regeneration: remaking assets that already existed but could not be found or reproduced.
- Rediscovery: hunting for sources, recipes, approvals, and rationale.
- Revision-chasing: re-litigating settled decisions because rationale was unrecorded.
- Wrong-version repair: fixing deliveries, presentations, and launches built on the wrong state.
The rework cost formula
Work an example: rediscovery costs 3 hours × 2 people × $90/hr = $540 per incident. At 6 incidents weekly across a pod, that is roughly $168,000 yearly — for one rework category, in one pod. Run the same math for all four categories and the infrastructure case writes itself.
Where the numbers come from
Estimating each input
| Input | How to estimate | Conservative default |
|---|---|---|
| Hours lost | Ask artists; time-box a recall survey | Use the lower quartile of answers |
| Participants | Count roles in the incident, not just artists | Include reviewers and producers |
| Blended rate | Loaded cost ÷ working hours | Use $75–125/hr for creative teams |
| Frequency | Count incidents for two normal weeks | Exclude crunch weeks from the baseline |
Implementation checklist
Rework-measurement checklist
- Run the one-hour workshop: list incidents in all four categories.
- Estimate hours, participants, rate, and frequency per category.
- Compute the production tax and present it alongside payroll.
- Baseline before any pilot — the after needs a before.
- Re-measure quarterly; publish the delta internally.
What to measure in a paid pilot
Compare rework hours per campaign, rediscovery incidents, and wrong-version repairs against a pre-pilot baseline. These measures can help scope a production pilot.
Start with the workflow assessment to find where your team loses context today, read the Production Memory guide, and browse the use-case library for related workflows.
Key takeaways
- Rework = regeneration + rediscovery + revision-chasing + wrong-version repair.
- Cost per incident = hours × participants × blended hourly rate; annualize by frequency.
- The “production tax” is the share of creative payroll spent re-finding and re-making.
- Measure before a pilot so the after has a baseline to beat.