Airline irregular ops automation
Value depends on how bad the disruption year is, fund on the band.
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AI Business Case and ROI Builder
Context
An airline builds the case for automating irregular ops rebooking. The value is realized during disruptions (storms, IROPs), so the annual value swings with how bad the disruption year is, which no one can forecast.
The decision
Present the range, the annual value band (disruption frequency) is wide, so fund on the downside positive band rather than a point estimate tied to an average year.
What most miss
The case is built on an 'average' disruption year that never happens; the value is lumpy, and the honest case funds on the band that stays positive even in a mild year.
Stakes
Justify the spend on a heavy disruption year and a mild one leaves the case underwater.
Studied · AI Investment Strategy and Portfolio Governance · verified 2026-07-03
Sources: Airline IROPs automation value (disruption-frequency variance); Event-driven ROI banding