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Quibble pricing FAQ

Common questions about how Quibble’s pricing works.

How do I access property insights?

Open the Analytics dropdown and select Insights for a portfolio snapshot, or Property for a single listing. See “Using filters on the Insights page.”

What’s the difference between a Base Price Model and an Optimization Model?

A base-price model adjusts a price you set using rules and competitor moves. An optimization model has no base price — it computes the revenue-maximizing rate directly using probability.

How does Quibble determine booking probability?

Quibble estimates the probability that a shopper books your listing when it appears alongside competitors in a search, using its search-based comp set and choice model.

Why does Quibble eliminate the base price?

A base price is a guess you have to set and maintain, and every rule-adjusted price inherits its error. Quibble removes it by solving for the optimal price directly.

What is the “binary booking problem,” and how does Quibble solve it?

A single rental is either booked or vacant — there’s no room to average out a forecast error the way a 300-room hotel can. Quibble addresses this with shopper-choice modeling rather than thin per-unit history.

Does Quibble handle seasonality?

Yes. The model segments demand into season and weekday pools and generates a minimum of 21 optimized prices per property to capture seasonal and day-of-week patterns.

How does the model improve over time?

Every new reservation feeds the model, and it tests several model fits each run, so accuracy improves as data accumulates.

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