Scenario Modeling

Best/base/worst cases (p50 vs p90) used to stress-test pricing.

Definition

Scenario modeling is the practice of testing best, base, and worst cases (often p50 vs p90 usage) to stress-test pricing.

Why it matters

Pricing models break when usage spikes or costs rise. Scenario modeling helps you see margin risk before it hits the P&L.

Pricing implications

Use scenarios to set tier breakpoints, minimum fees, or overage rates that protect margin at high usage.

Measurement tips

Pick a base scenario that matches your typical customer and a high scenario that matches your heavy users.

Checklist

  • Define p50 and p90 usage inputs.
  • Include fixed overhead in every scenario.
  • Compare gross margin across scenarios.
  • Test at least one downside cost scenario.
  • Use scenarios to set tier thresholds.
  • Document assumptions for each scenario.
  • Re-run scenarios after pricing changes.
  • Share scenario results with finance and product.