Base price models adjust a number. Optimization models solve for one.
Both produce a nightly price — but they answer very different questions. Here’s the difference, and why it matters for your revenue.
Base Price Model
Answers: “How should I adjust my base rate tonight?”
- The output can only ever be as good as the base rate you guessed.
- Multipliers move the price, but nothing solves for revenue.
- When demand moves and your base doesn’t, the price stays put.
Optimization Model
Answers: “What price maximizes expected revenue tonight?”
- No base rate to guess — demand is the input, price is the output.
- Expected revenue = price × probability the night books.
- When demand shifts, the peak moves and the price moves with it.
Every price has an expected revenue. Optimization finds the peak.
Expected revenue = price × the probability the night books at that price. Price too low and you leave money on the table; too high and the night goes empty. Watch the model scan the curve and lock onto the peak — then change demand and see it re-solve.
Illustrative demand curves for explanation — Quibble’s production models estimate demand per property, per night.
Adjust a fixed base rate
with preset multipliers. The output can only ever be as good as the base rate you guessed — and when demand moves, the price doesn’t. Notice in the chart above: the dashed line stays put whether demand is low or high.
Solve for the price that maximizes expected revenue
— price × probability of booking — using tonight’s actual demand. No base rate to guess. When demand shifts, the peak moves, and the price moves with it.
The whole model, written down.
How Quibble Prices — the demand model, the expected-revenue math, and how an optimized price gets to your calendar every night.
- ✓Why there’s no base price to set, and what replaces it.
- ✓How demand becomes a price — the booking-probability curve, in plain language.
- ✓What you actually control — the targets and guardrails the model solves inside of.
Built by Quibble — revenue optimization for short-term rentals. Yours to keep.
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