Background Mobile
Fitness IconFitness & Wellbeing

Fitness App Development Services

Workout tracking, coaching platforms, gym management software and wearable integration, built around the one metric that decides a fitness product: whether people come back.

Fitness Architecture Ecosystem Mobile
Apple HealthKitHealth ConnectFitbitGarmin
WhoopStrava

TRUSTED BY TEAMS

letest.ai
Propmodel
aloomah
yeeld
Nostromarkets
Pharmy
/// INTRODUCTION

Sodio builds fitness app development services covering workout and nutrition tracking, personal trainer platforms, gym management software, live class streaming and wearable integration with Apple HealthKit, Google Health Connect, Fitbit, Garmin and Strava.

Fitness products are judged on retention rather than features. Most lose users to logging friction, static training plans that ignore actual progress, and disengagement that is only noticed after the subscription is cancelled. We build around those three problems.

Fitness Architecture and Infrastructure

/// SUMMARY

Fitness Products Are Won on Retention

Fitness Team Working
01/

Retention Is the Real Product Problem

Almost every fitness product has the same shape of problem. Acquisition works. January is busy. By March the daily actives have collapsed, and the feature roadmap does not fix it because the problem is not missing features.

02/

Friction Kills Week-Four Retention

The first cause is friction. Every manual log, every field a user fills in after a workout, is a reason to stop. Automatic rep counting, photo-based food logging and passive wearable sync exist to remove those moments, and each one removed shows up in week-four retention.

03/

Static Plans Quickly Lose Relevance

The second is relevance. A static twelve-week plan stops matching the user in week three, when they miss sessions, plateau or pick up an injury. Plans that adapt to what actually happened keep people in; plans that ignore it become something to feel guilty about.

04/

Churn Starts Before Cancellation

The third is timing. By the time someone cancels, the decision was made weeks earlier. Churn models that flag disengagement early give you a window to intervene while the user is still there.

05/

Build Around the Metrics That Matter

We build for those three, because they are what the business is measured on.

/// FITNESS SOLUTIONS

Fitness and Wellbeing Software We Build

Fitness App Development

Fitness App Development

Meditation & Mindfulness Apps

Meditation & Mindfulness Apps

Personal Trainer App Development

Personal Trainer App Development

Fitness Tracker App Development

Fitness Tracker App Development

Gym Management Software

Gym Management Software

Workout & Training Plan Platforms

Workout & Training Plan Platforms

Nutrition & Diet Tracking Apps

Nutrition & Diet Tracking Apps

Corporate Wellness Platforms

Corporate Wellness Platforms

Fitness Wearable Integration

Fitness Wearable Integration

Live & On-Demand Fitness Streaming

Live & On-Demand Fitness Streaming

Sports & Athlete Performance

Sports & Athlete Performance

/// PLATFORMS & INTEGRATIONS

Platforms and Systems We Work With

/// Health data platforms
Apple HealthKit
Apple HealthKit
Google Health Connect
Google Health Connect
Samsung Health
Samsung Health
/// Wearable APIs
Fitbit Web API
Fitbit Web API
Garmin Connect
Garmin Connect
Whoop
Whoop
Polar
Polar
Oura
Oura
Strava
Strava
/// Video & streaming
HLS
HLS
LL-HLS
LL-HLS
WebRTC
WebRTC
Mux
Mux
AWS IVS
AWS IVS
Cloudflare Stream
Cloudflare Stream
/// Payments & subscriptions
Stripe
Stripe
RevenueCat
RevenueCat
Apple StoreKit
Apple StoreKit
Google Play Billing
Google Play Billing
/// On-device AI
Core ML
Core ML
TensorFlow Lite
TensorFlow Lite
MediaPipe Pose
MediaPipe Pose
Vision framework
Vision framework
/// Gym & access hardware
Door controllers
Door controllers
RFID and QR access
RFID and QR access
Turnstile integrations
Turnstile integrations
/// Analytics & engagement
Mixpanel
Mixpanel
Amplitude
Amplitude
Braze
Braze
Firebase
Firebase
custom event pipelines
custom event pipelines

/// HOW WE WORK

How We Work on Fitness Projects

STEP 1

Retention audit or product discovery

For an existing product we look at where users drop out and what the data says about why. For a new product we map the user journey, the logging burden and the integrations it will depend on.

STEP 2

Free solution architecture

Components, wearable integrations, streaming approach if needed, AI feasibility and a costed delivery plan including ongoing running cost. Yours to keep whether or not you build with us.

STEP 3

MVP in 30 days

A working MVP on the core loop first, not the full feature list. Wearable partner approvals and app store review are flagged before starting where they apply.

STEP 4

Production build in 90 days

Core build with subscription billing, analytics instrumentation and agreed integrations. Streaming and AI features are usually phased in after the core loop is retaining users.

/// FAQ

Frequently Asked Questions

A focused MVP with workout tracking, user accounts and basic progress history is a smaller build than most founders expect. Costs rise with live video streaming, wearable integrations, AI features and payment infrastructure, and ongoing costs include app store fees, streaming bandwidth and any model inference. We give a costed breakdown during the free solution architecture rather than a range that means nothing.

Apple HealthKit, Google Health Connect, Fitbit Web API, Garmin Connect, Whoop, Polar and Strava. Each exposes different data at different granularity, and some require partner approval before production access. We establish what is actually available for your use case during discovery, because assuming API parity across platforms is a common and expensive mistake.

Yes. Pose estimation models track body keypoints from the camera feed and compare joint angles against correct movement patterns. It works well for compound movements with clear form markers and less well where the camera angle hides the relevant joint. Running the model on-device keeps latency low enough for real-time feedback and means video never leaves the phone, which matters for both privacy and cost.

Retention is an engineering problem as much as a content one. The measurable levers are reducing logging friction, personalising the next session rather than serving a static plan, and identifying disengagement early enough to intervene. Churn models that flag at-risk users weeks before they lapse are more useful than an exit survey, because at that point the decision is already made.

Both. Consumer apps are subscription products where retention and onboarding decide the business. Gym and studio software is operational: membership, access control, class scheduling, trainer rosters and billing, often integrating with door hardware and payment providers. The engineering discipline is shared, but the buyer and the success measure are entirely different.

For a defined scope we target a working MVP in 30 days and a core production build in 90. Live video streaming, wearable partner approvals and app store review can extend that. We flag which apply to your project during the solution architecture rather than discovering them in month two.

/// RELATED INDUSTRIES & SERVICES

Related Industries and Services

Internal linking. Routes visitors to the correct page where scope overlaps.

/// GET STARTED

Start With the Retention Problem

Tell us where your users drop out, or what you are planning to build. We will prepare a free solution architecture covering the core loop, integrations, AI feasibility and delivery phases, so you can judge the approach before committing to a build.

Contact Us