What was shipped: We shipped a hybrid of Designs A and B—a 1-click shortcut for speed, and smart defaults for flexibility. This reduced friction without adding UI clutter or compromising accuracy.
what else?
Beyond the two scenarios showcased, we identified and prioritized a broader set of UX improvements across four key areas:
- Increasing completed consults
- Improving patient care
- Consult efficiency enhancements
- Miscellaneous/hygiene fixes
These ranged from minor UI tweaks to deeper systemic changes affecting workflow logic and platform incentives.
Some ideas—such as auto-assigning patients to doctors instead of letting them choose—required larger cross-functional alignment. While it could reduce drop-off and increase completed consults, it also introduced questions around risk, fairness, and clinical safety. These decisions couldn’t be made by design alone and became part of ongoing product and policy discussions.
Project impact
- ⏱️ +40% consult efficiency (5 → 3 mins)
- 💬 +24% consults per doctor
- 📈 +10% Monthly Active Doctors
- 💰 >$530K/month revenue growth
- 🏥 +3,300 clinical hours saved/month
Challenges I FACED
One of the biggest challenges was working within tight engineering constraints—many of the improvements had to be scoped carefully due to tech debt and limited backend flexibility. Prioritizing what to fix, and when, required constant negotiation with product and engineering to ensure we were focusing on changes that delivered the highest impact with minimal build complexity. At the same time, we had to balance doctor feedback, business goals, and operational needs—often making trade-offs between ideal UX and what was feasible to ship incrementally.
learnings
This project emphasized mastering the synthesis of qualitative insights and product data to prioritize high-impact design. I learned to assess decisions not just for usability, but for their direct influence on core business metrics (e.g., improving consultation volume, efficiency, and doctor retention). Working with a remote engineering team reinforced the value of clear documentation and disciplined scoping—ensuring we delivered maximum value with minimal complexity and successfully scaled thoughtful UX improvements to our massive user base.