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PromptWork · AnalysisPro

Spot the hidden assumption baked into a forecast

Every forecast smuggles in assumptions the spreadsheet doesn't show — until the wrong one breaks everything downstream.

Use it for
Anyone relying on a forecast or projection who wants to know what it's quietly assuming.

A forecast's formula is visible, but the assumptions baked into its inputs — growth continuing at the current rate, no seasonal effect, behavior staying constant — usually aren't stated anywhere, which means the forecast can look precise while quietly depending on something nobody actually checked. This prompt surfaces the load- bearing assumption before the forecast gets used to make a real decision.

When not to use this

For a rough, informal estimate nobody's going to act on directly, this scrutiny is more than the stakes warrant. This is for a forecast a real decision will actually be based on.

Pro

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Did this work?

You can name the specific assumption the forecast depends on most, and roughly how much the result would change if it turned out wrong.

Tested on claude-opus-5. Evidence status is draft; it moves to battle-tested only on recorded runs, never by hand.

Consense — Big decision? Compare and combine multiple LLM responses.