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Built with V3V from zero · AI-guided movement

From fragmented prototype to an adaptive mobile coaching product.

Yogi required more than an app redesign. V3V rebuilt the technical foundation, connected product and methodology, created real-time movement tracking and established the Web2App and subscription systems needed to learn from the market.

mobilefitnesswellnesscomputer visionconsumer subscription
198→100 MB
App size after optimization
92→~300
Exercise variants mapped
252
Functional test cases
92
Documented API endpoints
100%+
Annualized payback, selected campaigns
$23K+
Weekly marketing spend during active testing

Selected internal operating data is unaudited and shown as of the stated reporting date. Past performance is not indicative of future results. V3V does not guarantee growth, financing, introductions or investment outcomes.

Starting point
  • A fragmented prototype with separate iOS and Android branches.
  • Multiple, inconsistent movement-tracking implementations.
  • No reliable payments, attribution or experimentation foundation.

What V3V built and operated.

Product, engineering, data, economics, growth and team — run as one operating system.

01V3V took development under direct operating control and merged iOS and Android into one codebase.
02One MediaPipe-based tracking path replaced fragmented implementations.
03Real-time pose analysis, scoring, repetition counting and voice feedback were built.
04Training duration, difficulty and equipment became configurable; exercises could be replaced with real-time recalculation.
05A domain methodology was encoded into exercise-fit, contraindication, movement-phase and feedback rules.
06Direct Stripe / Paddle, attribution and subscription-recovery foundations, plus seamless Web2App login via deep links.
07GrowthBook experimentation and Code Push introduced; stability, analytics, payments and admin tooling rebuilt.
Methodology → product
Problem→Contraindication→Exercise fit→Movement phases→Scoring rules→Feedback copy→Personalized practice
Where it landed
  • A single, optimized codebase (198 → 100 MB) with 252 functional test cases and 92 documented API endpoints.
  • An adaptive coaching product with real-time pose scoring and reactive voice feedback.
  • Selected campaigns reached 100%+ annualized payback during active testing.

Selected internal operating data is unaudited and shown as of the stated reporting date. Past performance is not indicative of future results. V3V does not guarantee growth, financing, introductions or investment outcomes.

Selected campaign results are not aggregate company performance and do not imply sustained or future payback.

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If you’re building in this space, the operating system behind Yogi is what we bring to the table.

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