Two-sided marketplace · Sole product designer
Expert help,one tap away
Warmer connected people with experts who had lived through diabetes, cancer, and other life moments. I owned design across mobile, web, and the full funnel, from first visit to repeat booking.
3x booking conversion · 51% returned to book again
The challenge
Too many topics, too many experts, and too little guidance.
Seekers left before finding the right person. The redesign put fewer topics up front, chosen visually, with trending experts and an AI matcher beside search.

The path
Guide, do not interrogate
- 01
Discovery
Fewer topics, chosen visually.
warmer.app
- 02
Matcher
A short chat, with a reason why.
warmer.app
- 03
Booking
One sheet. Pick a time, confirm.
warmer.app
- 04
Supply
Profile, topics, availability.
warmer.app

Booking
Near one-step booking
Booking an expert took about 20 steps across several screens. One side sheet on web and one bottom sheet on mobile. Pick a time, confirm, done.
51% returned to book again
Supply
Expert profile and onboarding
Getting an expert live took 2 to 3 hours of setup. A short guided flow covers profile, topics, and availability. Profiles lead with lived experience, and supply grew to 800+ experts.

System
Tokens first, then components


Every value is a token, named the same in Figma, CSS, and Swift.

Workflow
AI-native prototyping
ProblemStatic mocks could not answer how a flow felt in hand.
SolutionWorking flows, A/B tested, handed to engineering.
ResultSketch to tested prototype in days, not weeks.
Outcome
50K+
Monthly seekers
800+
Experts
3x
Booking conversion after the discovery redesign
51%
Returned to book again
Mobile and web · 50K+ monthly seekers · 800+ experts · Sunset July 2026
Want the full story?
Happy to walk through the files and the A/B results live.