what-if-oracle

Scenario analysis for uncertain strategic decisions structures speculative questions into multi-branch possibility spaces. It generates 4-6 branches with calibrated probabilities, deriving consequences, trigger conditions, and required responses for each outcome.

Contingency planning for second-order risks maps wild card and contrarian scenario branches to define probability, timeframe, confidence, and narrative. It synthesizes robust no-regret actions, hedge actions, and decision tripwires to prepare responses.

Possibility space mapping builds a probability distribution by decomposing scenario variables, timeframes, and context. It generates 4-6 calibrated branches—best, likely, worst, wild card, contrarian, and second-order effects—then synthesizes them into a distribution.

Scenario analysis for contingency preparation applies to uncertain decisions across planning, risk analysis, and strategic options regardless of timeframe. You must decompose the scenario variable, timeframe, and context to generate calibrated branches and hedge actions.

Risk analysis handles hidden assumptions by surfacing the 1% insight during possibility space mapping. It structures speculative questions into scenario branches with explicit key assumptions, trigger conditions, and required responses to expose underlying biases.

Branching for strategic options evaluation requires decomposing scenario variables and generating calibrated probabilities. It is limited by the accuracy of your assumptions and triggers, meaning poor input context will yield unreliable hedge actions and decision tripwires.