Last updated: 2026-10-19
Avoid POC purgatory by choosing one recurring consultant-paid task, modelling payback before build, shipping to production with human sign-off, and only then expanding — fixed scope and an ROI floor in contract, not an open-ended pilot.
How do you avoid AI proof-of-concept purgatory?
Why pilots stall
Open-ended experiments have no success metric, no owner for production, and no commercial end state. Hourly billing rewards longer pilots.
Our sequence
Prove (measure baseline + ROI case) → Build (one workflow, cheapest model that passes your bar) → Run (operate, sign-off, monthly ROI report). Exit-or-expand is explicit in the OUTCOME Method.
Comparison
| Topic | Hourly consulting | Outcome + tuned AI |
|---|---|---|
| Success definition | Demo applause | Measured ROI vs baseline |
| Timeline | Rolling workshops | Sprint to go-live |
| Expansion | New SOW hours | Next task if numbers hold |
Related answers
The Outcome Layer — Free First Task · vs traditional consultancies · hello@theoutcomelayer.com