About the Project
ChefKart's Partner App is used by the professional cooks who power every booking — blue-collar workers who are highly skilled at their craft but often new to smartphones and digital tools. The existing app had a 30% adoption rate. Customer Acquisition Cost had ballooned to ₹10,000 per cook. Users were dropping off within the first 60 minutes of onboarding. The problem wasn't product-market fit — it was the product. I led the complete redesign, grounded in deep research with the actual users it needed to serve.
The Problem
30%
Adoption Rate
Only 3 in 10 cooks who downloaded the app stayed active.
₹10k
Cost Per Cook
CAC ballooned to ₹10,000 per active partner acquired.
60m
Drop-off Window
Most users abandoned the app within their first hour.
The app wasn't built for its actual users
Blue-collar cooks with limited smartphone literacy were given a text-heavy, English-first app with no guidance. It was built for someone else entirely.
Every drop-off cost the business ₹10,000
The unit economics demanded a fix — not a patch, a complete redesign from the ground up.
The system couldn't scale without solving this first
No amount of marketing spend could fix a product that lost 7 out of 10 users before they took their first booking.
Existing partner app screens — before the redesign
Research & Insights
I didn't research from a desk. I went to where the cooks actually were — homes, kitchens, shared accommodations. Four methods, run in parallel, over two weeks. Each one revealed something the others couldn't.










20%
Functionally illiterate
Text-first UI was a complete blocker. Icon-first wasn't a style choice — it was survival for 1 in 5 users.
20%
Bengali only speakers
English-first excluded 1 in 5 users before they even reached the home screen.
100%
Used WhatsApp daily
The only trusted mental model we had. So we borrowed every familiar pattern we could from it.
#1
Reason for uninstall
Battery drain. Performance on entry-level Android wasn't optional — it was the product.
The Question That Drove Everything
User Testing
5 rounds · 45 users · 1 week
Round 01
Navigation was completely broken
Cooks couldn't find their bookings at all. The navigation pattern borrowed from generic consumer apps — but these users had never used one. We had to start from their mental model, not ours.
Fix → Moved bookings to home screen surface level
Caption goes here
From 30% to 90% adoption. In one redesign. For users the original app forgot existed.
30%
0%
App Adoption
35%
0%
Daily Check-ins
0%
CAC Reduction
↓
Performance Issues

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What I Learned
Literacy as a design constraint
Designing for illiterate users meant rethinking every label, icon and flow from scratch. Simplicity isn't a style — it's a survival decision for 1 in 5 of your users.
Research leadership is a design skill
Leading 5 rounds of user testing taught me that good research has to be fast enough to actually influence decisions — or it's just documentation.
Constraints are creative fuel
Designing for low-end Android, poor network, battery anxiety — every constraint forced a better, leaner solution than I would have found on a blank canvas.
Systems thinking over screen thinking
Working within existing UI components while introducing new ones taught me to design the system, not just the screens.
Got a problem
worth solving? 🤝
Reach out at prince.design10@gmail.com. I respond to every message and I'll get back to you within 24 hours.
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