Learning objective
By the end of this lesson, you can turn a possible problem into an executable contingency with a trigger, owner and recovery route.
Why it matters
“We will monitor closely” is not a plan. When a new workflow fails, teams need to know what signal appears, who may act, which fallback is available and how a trustworthy state is restored.
Core concept: every branch needs an operating response
Extend each material activity with:
- a specific possible problem;
- evidence that makes it plausible;
- prevention where practical;
- an observable trigger;
- an authorised response owner;
- hold, fallback, rollback or recovery action;
- response time and verification.
Visual explanation
Text alternative: a planned activity can follow the expected path or a possible-problem branch. An observable trigger activates an owned countermeasure and recovery route.
Worked example
An AI assistant proposes and applies CRM-stage updates. If evidence is ambiguous, it must abstain. If a transaction times out, the system checks the idempotency key before retrying. If reversal exceeds the pilot threshold, the operations owner pauses live updates and returns to proposal-only mode.
The response is executable because signals, authority and recovery are defined before launch.
Common mistake
Mistake: listing “AI error” as a possible problem.
It is not observable or actionable. Replace it with a specific state such as “no cited passage supports the proposed stage” or “a retry creates a duplicate pending update.”
Quick check
What turns a risk statement into an operational PDPC branch?
A. A higher risk score.
B. A trigger, monitoring source, authorised owner and executable countermeasure.
C. A longer prompt.
D. A promise that failure is unlikely.
Answer: B. The branch must connect detection to action.
Practical prompt
Take three steps from a planned AI pilot. For each, write one possible problem, trigger, prevention, response, owner and rollback or recovery test.
Summary
- Start from the chosen implementation path.
- Write specific possible problems.
- Separate prevention from response.
- Attach triggers and authorised owners.
- Test fallback and recovery before scale.
Next lesson
Complete the path by translating the selected decision and safeguards into measurable outcome evidence with Objectives and Key Results.