Episode
The Free Valuation Trap: Why “Instant AI Aircraft Values” May Cost You More Than You Think | EP 40
- Published
- Jun 14, 2026
- Duration seconds
- 542
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Summary
In this episode of The Truth About the Market , Jason responds to a new claim making the rounds in aviation: that legacy aircraft valuation methods are “broken math,” and that AI-powered valuation tools have supposedly discovered a better way to price aircraft. In this episode, we cover: • Why “free” aircraft valuations should always raise one immediate question • Why asking prices are not the same thing as market value • How scraped listings can create the illusion of precision without proving reality • Why a model built on asking prices may be measuring seller hope, not buyer behavior • Why the difference between listed price and escrowed closing price is not a technicality • How marketing claims about “broken math” can sound impressive while missing the actual valuation problem • Why fitting a curve to thousands of listings does not mean you have discovered the market • Why the only honest test of a valuation model is whether it can predict real closed sale prices • How one model can declare itself the truth, then score everyone else against itself • Why curve fitting can look sophisticated while still being disconnected from transaction reality • Why no competent appraiser blindly applies flat dollars per hour from overhaul to runout • Why fresh overhaul premiums, runout discounts, and mid-time plateaus have been priced by professionals for decades • Why engine time is only one input inside a much larger valuation methodology • How logbook quality, damage history, corrosion, engine programs, maintenance pedigree, and overhaul quality affect value • Why a scraped listing will never tell the whole story • Why “discovering” that aircraft values are non-linear is not a breakthrough to anyone who actually appraises aircraft • How free valuation tools may use flattering…