Adoption
Start with one bounded problem.
No enterprise-wide redesign. No broad AI replacement. Start where repeated judgment failure is already observable and measurable.
One workflowOne baselineOne bounded POCFit / No-fit
Five steps
From problem description to a go / no-go decision.
01 · DESCRIBE
Bring one problem.
- One workflow or control sequence
- What changes, conflicts, or repeats
- Current execution authority
- Available logs or test cases
- Consequence to prevent
02 · BASELINE
Measure today.
- Current decision path
- Existing gates
- Repeated HOLD / retry / review
- Missing evidence conditions
- Observable baseline metrics
03 · EVALUATE
Test one boundary.
- Missed cases
- Repeated review or retry
- Unresolved HOLD
- Conflict sequences
- Time to usable decision
04 · DELIVER
Receive a decision package.
- Fit / No-fit judgment
- Baseline definition
- Proposed integration boundary
- POC result
- Known limitations
- Production recommendation
05 · DECIDE
Choose the next state.
No forced rollout. The POC can end in adoption, more testing, hold, or stop.
Possible outcomes
A bounded POC should be allowed to say “no.”
ADOPTProceed toward integration.
TEST MOREEvidence is still insufficient.
HOLDA business or technical condition remains unresolved.
STOPLimFlex is not justified for this problem.
Customer burden
Keep the first evaluation deliberately small.
NO REPLACEMENTKeep the existing model or controller.The first POC can sit at one judgment boundary rather than replacing the core system.
NO MASS MIGRATIONUse bounded logs or test cases.A complete enterprise data migration is not a prerequisite for initial fit evaluation.
NO BIG-BANG REDESIGNStart with one failure pattern.The POC should be scoped to one measurable problem.
HOST CONTROLKeep final authority explicit.The existing host or authorized human can retain the execution decision.
Describe one bounded problem.
The first answer can be fit, no-fit, or not yet.