HealthTech · UAE
Health and Fitness OS
A connected health OS with multimodal AI logging and coach operations.
OutcomeAI meal logging, coaching tools, wearables, and meal-plan commerce in one platform
AI systems engineering partner
The Challenge
The client needed one platform for consumer health tracking, coach-client operations, nutrition targets, wearable data, meal-plan commerce, subscriptions, and billing. Off-the-shelf fitness apps could not cover the full operating model.
What We Built
We partnered with HealthTech · UAE to ship a production-ready AI platform for HealthTech · Fitness. We built user and coach mobile apps, coach web, super admin, public website, and backend microservices on Kubernetes and AWS. We implemented multimodal AI meal logging from photos and text, with meal naming, calorie estimation, component-wise breakdown, and food attribute signals. We integrated Apple Health, Google Health Connect, Samsung Health, Oura, and Garmin, with subscriptions, Checkout.com billing, and meal-plan partner production reports.
How We Delivered
Built user and coach mobile apps, coach web, super admin, public website, and backend microservices on Kubernetes and AWS.
Implemented multimodal AI meal logging from photos and text, with meal naming, calorie estimation, component-wise breakdown, and food attribute signals.
Added activity detection and calorie-burn reasoning using BMR, weight, and height context, plus activity-to-step conversion.
Integrated Apple Health, Google Health Connect, Samsung Health, Oura, and Garmin, with subscriptions, Checkout.com billing, and meal-plan partner production reports.
Scope of Work
- User and coach mobile apps, coach web, and admin suite
- Multimodal AI meal logging from photos and text
- Wearable sync across Apple, Google, Samsung, Oura, Garmin
- Subscriptions, Checkout.com billing, and meal-plan commerce
Tech Stack
Tools we deployed in production, not just POC'd.
The Results
- AI meal logging, coaching tools, wearables, and meal-plan commerce in one platform
- 10-person, Delivery team for full-platform build
- 5+, Wearable and health-device integrations
- AI + ops, Logging, coaching, commerce, and billing in one system
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