Stage 6 of 6 · E
Expand: When the pilot becomes reality
Scale what works responsibly with governance, capability building, technical infrastructure, vendor negotiation, and measurement. Expansion adds training, sequencing, governance, and monitoring so the use case survives routine operations.
- Managerial question
- How do we make the gain durable without breaking the system around it?
- Related engagement
- AI Platform Programme
The diagnostic question
What is the crossover point at which this workflow's variable compute cost exceeds the fully loaded human cost it replaced?
Expand is the AI Platform Programme, delivered in sequenced waves with a quarterly review cadence. Then the loop returns to Notice.
Artefacts this stage produces
- The crossover calculation
- The volume threshold where variable compute cost exceeds fully loaded human cost.
- The enablement curriculum
- Role-based, with the RAO prompt standard as the baseline.
- The wave plan
- Departments, sequence, owners, and monitoring per wave.
Done properly
- The crossover point is calculated and monitored, not assumed away.
- Enablement is sequenced by department with a named owner per wave.
- Monitoring covers drift, exception volume, and override rate, not uptime alone.
- Vendor terms are reviewed for fine-tuning data portability before volume grows.
Commonly faked
- Rollout announced at an all-hands with no per-department owner.
- Training delivered as a recorded webinar with no build gate behind it.
- Scale measured in seats rather than in work completed.
- A contract renewed at volume with no exit cost calculated.
Audit checklist
Take these into your next leadership meeting
If the room cannot answer these without preparation, this stage has not been completed.
- 01At what volume does this stop being cheaper than the work it reshaped?
- 02Who owns wave two, and what has to be true before it starts?
- 03What is the override rate, and is it rising?
- 04Can you export calibration data if you switch providers?
- 05Which loop does the learning return to, and when?
Failure modes
How this stage goes wrong
- Scaling the tool and not the governance.
- Losing the calibration data at renewal, which resets organisational learning to zero.
- Treating Expand as an ending. It returns to Notice.
Next step
Run Expand with us
Expand is the AI Platform Programme, delivered in sequenced waves with a quarterly review cadence. Then the loop returns to Notice.