How a specialty telemedicine platform reached 50,000 monthly active users in six months.
Get StartedA zero-to-fifty-thousand journey: the architecture behind the scale and the operational problems it hit.
One defined clinical domain, so product and workflow fit a single patient population.
Clinical advisors paired with product and video-infrastructure engineers.
Scheduling, video visits, and EHR submission for 50,000 monthly active users.
Stateless services, async queues, and feature flags absorbed growth as configuration.
A HIPAA-ready video provider with a BAA and a universal EHR layer bought the speed.
Scope your own telemedicine platform with our digital health team.
Early platform decisions had to favor speed and compliance.
Scale came from early architectural decisions, each turning a growth crisis into a configuration change.
Session state in a distributed cache, so peak demand only needed more compute.
EHR submission, eligibility, and analytics on queues kept transactions fast.
Features shipped to small segments first, then rolled out or back on data.
One clinical domain, so no decision compromised for general-purpose telehealth.
Every number below was measured in production after launch — not projected in a pitch deck.
Monthly Active Users — In under 6 months
30-Day Retention — Among patients with a completed visit
MoM Growth at Peak — Driven by the referral flywheel
Onboarding Drop-Off Cut — At identity & consent step
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