Case Study
A closer look at how this system was designed, architected, and rolled out in production. Each section below captures one part of the delivery story—from scoping and UX to data pipelines, integrations, and ongoing operations.
The product walks members from lightweight onboarding to long-term weight care programmes. We designed flows for assessments, goal setting, and check-ins that adapt to different coaching models while keeping the UI focused, friendly, and low friction on mobile.
Behind the scenes the app aggregates biometric data, journal entries, and engagement signals into a profile that drives recommendations. We implemented a rule engine plus model-driven suggestions so care teams can mix clinical protocols with data-driven nudges without redeploying code.
Group programmes rely on chat, live events, and shared challenges. We added moderation tools, topic spaces, and structured prompts so communities stay high-signal and psychologically safe while still feeling organic and member-led.
The stack is built for healthcare constraints: strict access controls, encrypted data stores, logging for audit, and isolated environments for experimentation. Infrastructure is automated with infrastructure-as-code so the team can roll out new regions and integrations quickly without compromising on security.