Mixed-methods research across patients and doctors that reframed a fragmented online-consultation experience — shipping features that are still in 1mg's apps today and grew consultation revenue.
1mg's 'Ask a Doctor' consult was a dead end — a patient couldn't act on a consultation (e.g., buy prescribed medicine or book labs), so the care journey broke and the business left revenue on the table.
Where does the online-consultation experience break down for patients and doctors, and how do we connect it into one seamless care journey?
Shipped a redesigned consult + e-prescription flow (live across Android/iOS/web since Nov 2018) that grew usage and consultation revenue with positive doctor feedback.
Online consultation was fragmented: patients consulted, then fell off because they couldn't fill prescriptions or book the labs the doctor recommended. Doctors, meanwhile, found issuing a usable digital prescription slow and error-prone. Every broken handoff was both a care failure and lost cross-sell into 1mg's pharmacy and labs.
I framed the work around the whole ecosystem — patient and doctor — because the revenue was trapped in the seams between consult, pharmacy, and labs.
Different questions needed different tools: customer-call interviews (n=80) mapped existing users; social surveys (n=52) reached non-users for unbiased signal; contextual inquiry in clinics (n=20) caught behavior people don't self-report. Triangulating the three is what made the segmentation trustworthy.
Constraints I balanced: On a product timeline, I sequenced broad-and-cheap (calls, surveys) before deep-and-costly (in-clinic visits), letting early signal target where field time was worth spending.




What I'd change: I'd instrument the redesign with clearer success metrics up front so impact was measured precisely, not just reported directionally.
What I'd keep: Guerrilla testing with the hardest users (elderly non-users) in their real environment — it caught trust and accessibility issues a lab never would.
What I learned: In a two-sided product, you can't fix one side; the doctor's friction was silently capping the patient experience.