A clear path from campaign brief to approval
A fictional technical-services marketing team prepares 48 assets in a representative month. Drafting is fast, but facts, source material, editorial comments and channel versions become scattered.
- Proposed workflow
- Load the approved brief · Prepare channel drafts · Review facts and voice · Approve publication
- Human control
- An editor retains factual review and publication authority.
Human effort per month
Hours · review included33.3% less human effort under these assumptions. This is not cash savings.
Workload mix
- Core articles62.5%
- Channel adaptations25%
- Complex revisions12.5%
Assumed distribution, not measured activity.
Inspect the data, calculation and pilot decision
| Input or calculated measure | Illustrative value |
|---|---|
| Monthly in-scope volume | 48 content assets |
| Before: human minutes per item | 90 |
| Proposed: human minutes per item | 55 |
| Additional operating hours per month | 4 |
| Baseline human hours per month | 72 |
| Proposed human hours per month | 48 |
| Net capacity change per month | 24 hours |
| Illustrative pilot window | 4 weeks; not a delivery commitment |
| Assumed mix: Core articles | 30 items |
| Assumed mix: Channel adaptations | 12 items |
| Assumed mix: Complex revisions | 6 items |
Calculation: 48 × 90 ÷ 60 = 72 baseline hours. Proposed: 48 × 55 ÷ 60 + 4 operating hours = 48 hours.
Pilot decision: Does an accepted asset require less total effort at the same editorial standard?
Limit: These figures describe content operations. They do not imply more traffic, rankings, leads or revenue.
Fictional worked example. Future human handling includes review, exceptions and corrections; operating hours are additional. Compare the same workload before drawing a conclusion.