Benchmark against the listings that actually compete with you — not the entire market.
The Only Competitors That Matter
99.999% of properties are not your competitors. The only competitors you have are the ones that show up on the screen next to your property. That is all we use to optimize your rates.


The Only Competitors That Matter
99.999% of properties are not your competitors. The only competitors you have are the ones that show up on the screen next to your property. That is all we use to optimize your rates.
Our Competitor Model

Comp Sets
Quibble uses a comp set of 10 listings. Based on consumer booking research, people can only consider 7-10 options at a time. We find the 10 options that are most likely to get booking instead of your listing.

Choice Prediction
From that small comp set, we can accurately predict the market share you will capture. The optimization model then checks every price point and selects the one that will make you the most revenue. That is the science of optimization.

Bookable Search
For the model to handle the price variation in seasons and days of the week, it needs to know how many times it will display to someone who is ready to purchase. That is why we developed Bookable Search.
Outsmart Your Competition with Our Model
Results to Expect
Frequently Asked Questions
How does Quibble choose my competitors?
Quibble identifies the listings that genuinely compete with yours — the ones a guest sees alongside your property — rather than the entire market.
Why not compare against the whole market?
Most properties in a market aren’t real substitutes for yours. Pricing against irrelevant listings leads to bad decisions; pricing against true comps doesn’t.
How many competitors does the model use?
Quibble focuses on the small set of like-kind listings that actually affect your bookings, and updates that set as the market shifts.
Can I see my competitor set?
Yes. Quibble shows the exact comps it uses and how your property compares on price, rating, and attributes.





