AI Pricing: Charging the Right Fare Without Losing Regulars
22 April 2026 · 7 min read · AirportRidePro Team
Fixed tariffs leave money on the table at 3am on New Year's Eve and price you out of a quiet Tuesday. Aggressive surge, on the other hand, is the fastest way to lose an account customer. The middle path is a pricing engine that recommends, with a band you control.
The inputs that matter
A recommendation is only as good as the signals behind it.
- Distance and realistic drive time
- Live and historic traffic on that corridor
- Airport, terminal and parking or drop-off charges
- Time of day and day of week
- Local demand and current vehicle availability
- Public holidays and school terms
- Local events — concerts, matches, conferences
Recommend, do not impose
Set a floor and a ceiling per tariff — for example never below cost plus 15%, never more than 1.4x the standard fare. Inside that band the engine moves freely. Outside it, the office decides. Account customers should sit on contracted rates that the engine never touches.
Measure conversion, not just yield
The trap is optimising for average fare while quietly losing 8% of quotes. Track quote-to-booking conversion beside yield. If conversion drops as prices rise, you have found your ceiling — and it is usually lower than the model would like.
Key takeaways
- Use bands and floors so pricing never embarrasses you
- Keep contracted corporate rates outside the engine entirely
- Watch quote-to-booking conversion alongside average fare
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