Airbnb

Find the uncertainty that interrupts a high-intent booking.

Booking confidence. Public-source demonstration with modeled outcomes, not a statement from Airbnb.

Airbnb live journeyBooking confidence - session P-016

Olivia BennettNonprofit executive · MacBook Air / Safari

Playing slowly · 3.6s per step

Scrollable public-site captureairbnb.caOfficial Canada homepage

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Olivia Bennett55 · Nonprofit executiveConfident

Destination search

“The search control is familiar and gives me a confident starting point.”

Event 1/5Searches Toronto staysNext action in a few seconds

Before and after product surface

Ship the fix, then run the same task again.

Test 03 two matched reviews after iteration

Before8.4%Booking start

Scrollable public-site captureairbnb.caOfficial Canada homepage

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Cancellation confidence drops when the policy changes between search and checkout.

After two fix rounds9.8%Booking start · +17%

Scrollable public-site captureairbnb.caOfficial Canada homepage

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Fix v2 visible in contextKeep the active cancellation rule beside the reserve control.+17% modeled growth

Two matched reviewers found the proof without leaving the decision. Confidence improved after the second revision.

01Baseline58 · friction visible02Fix v172 · +12% modeled growth03Fix v281 · +17% modeled growth

+23 score points-31% decision delay+18% modeled engagement82/100 matched users improved

Scored evidence

Discovery86

Trust78

Pricing69

Booking61

Tested intervention

Before fix$18.2k

Awaiting fix$18.2k

Modeled positive correlation

Fix shippedT-104 pricingT-118 checkoutT-127 copyWeek 0

RevenueEngagementBaseline

Seasonal campaign simulator

Campaign condition

Urgency vs fit confidence