Why Most AI Pilots Never Reach Production.
The pilot works. The rollout does not. The failure is almost never the model, and almost always the four things nobody scoped.
7 min read
- Pilots reaching production
- 4 in 5
- from 1 in 5
- Common blocker
- Named owner
- No owner
- Pilot duration
- 4 weeks, fixed
- Open-ended
A pilot succeeds and then nothing happens.
Everyone agrees it worked. The deck gets shared. Six months later it is still a pilot.
This is so common it is almost a genre.
The cause is rarely technical.
It is that nobody scoped ownership, integration, exceptions, or the definition of done.
§01 · The problem
Where the time actually goes.
- 01No named owner after the pilot ends
- 02Success criteria defined after the demo
- 03Integration treated as a later problem
- 04Exception handling never designed
- 05No plan for who maintains the prompts
- 06Security and compliance review left to the end
A pilot proves the model can do the task. Production requires proving the organisation can run it.
§02 · The mechanism
The AI workflow.
- 01
Define done before the pilot starts
Scoping - 02
Name the owner on day one
Human - 03
Integrate with the real system, not a copy
Development - 04
Design the exception path early
Development - 05
Security review in week one
Validation - 06
Ship narrow, measure, then widen
Validation
A person closes the loop: the workflow ends on a human or a check against a defined outcome.
- Scoping
- A decision about what is in and out
- Human
- A judgement call only a person makes
- Development
- Engineering work inside the workflow
- Validation
- Checking the result against a defined outcome
§03 · The difference
Before vs after.
| Before | After |
|---|---|
| Pilot runs on exported sample data | Pilot runs against the real integration |
| Success means the demo looked good | Success defined numerically upfront |
| Nobody owns it once the champion moves on | One named owner with time allocated |
| Edge cases discovered by real users | Exception path built into version one |
| Security review blocks launch at the end | Security cleared before build starts |
| Pilot quietly expires | Narrow launch, measured, then expanded |
§04 · The measure
Time saved.
| Task | Before | With AI |
|---|---|---|
| Pilot to production | Rarely | 4-8 weeks |
| Success criteria | After the demo | Before the build |
| Owner assigned | Nobody | Day one |
| Pilots reaching production | 1 in 5 | 4 in 5 |
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