Establish the manual baseline
Measure time spent on ideation, asset creation, captioning, approval, scheduling, corrections, and reporting before automation.
Record output volume and quality indicators so faster production is not mistaken for better production.
Retrospective guesses usually overstate manual effort and undercount review work.
Working checklist
- Time two normal weeks
- Count approved posts
- Track corrections
- Record response time
Measure operational return
Track hours saved, schedule adherence, approval cycle time, failed publishes, correction rate, and content reuse.
Convert saved hours to a conservative cost value and note where the team reinvests the capacity.
Unused saved time is not automatically revenue. State the operational benefit separately.
Working checklist
- Track cycle time
- Measure failure rate
- Value hours conservatively
- Record reinvested capacity
Measure audience and site quality
Use tagged links to compare qualified sessions, landing-page engagement, email capture, product views, and assisted conversions by campaign.
Separate paid amplification and annotate stockouts or major promotions.
Likes and impressions are useful diagnostics, not sufficient business outcomes.
Working checklist
- Use consistent UTMs
- Define qualified sessions
- Annotate paid spend
- Track assisted conversion
Make the renewal decision
Compare total subscription and operating cost with labor value, incremental contribution, reliability, and strategic benefits.
Use ranges when attribution is uncertain and retain the tool only when the case remains credible under conservative assumptions.
Do not use annual billing savings to justify a workflow that has not met its success threshold.
Working checklist
- Calculate total cost
- Use conservative attribution
- Review alternatives
- Set the next-quarter target