Scenario Planning Agent Skill

Scenario planning

Forecasting produces one number and false confidence. Scenario planning produces a plan that

survives being wrong, which is the realistic goal.

Separate what you know from what you are assuming

List the plan's assumptions explicitly, then sort them:

• Predetermined — things that will happen regardless. Demographics, contracted commitments,

technology already deployed. Plan around them; do not spend analysis on them.

• Genuinely uncertain and load-bearing — the plan changes materially depending on how they

resolve.

Almost every plan has two or three load-bearing uncertainties. Finding them is most of the

value, and the exercise usually surfaces one nobody had articulated.

Build scenarios from the uncertainties, not from moods

The common failure is three scenarios named optimistic, base, and pessimistic — which is one scenario

with the numbers scaled, and it teaches nothing.

Take the two most consequential uncertainties and build the quadrants. Each scenario should be

internally coherent: if demand is high *and* supply is constrained, what else follows — pricing,

competitor behavior, regulatory attention?

Give each a name that captures its logic. Names make scenarios usable in conversation, which is where

they earn their keep.

Three or four scenarios. More cannot be held in mind; two collapses into best and worst.

Stress-test the plan against each

For every scenario: does the plan still work, what breaks first, and what would we wish we had done

sooner?

The output is not a prediction. It is three things:

• Robust moves — sensible in every scenario. Do these now, with confidence.
• Contingent moves — right in some scenarios only. Prepare, do not commit.
• Options — small investments that buy the right to act later. Deliberately underrated, because

they look like indecision and are actually the cheapest way to handle uncertainty.

Early-warning indicators

For each scenario, name the observable signal that would show it is arriving — and specify it

precisely enough to be checked. "Regulatory pressure increases" is not observable. "A second

jurisdiction opens a consultation" is.

Assign each indicator an owner and a review cadence. Scenario work that produces no monitoring is a

workshop, not a plan.

Revisit on the trigger, not the calendar

Most scenario planning is done once and filed. Its value comes from being revisited when an indicator

fires — that is the moment the earlier thinking pays, because the options were identified before

anyone was under pressure.

Never

• Assign probabilities to scenarios and then plan only for the likeliest. That is forecasting with

extra steps.

• Build a scenario nobody in the room believes possible. It will be ignored, and the exercise loses

credibility.

• Let the exercise end without naming what to do on Monday in every scenario.