Case StudyGenomeX
GenomeX — AI Workout Planner for Athletes
An AI-powered workout planning app for athletes seeking deeply personalized, adaptive training — driven by genetic and physiological data, and continuously recalibrated against real-world progress.

Overview
Genetics and real-time biometrics, turned into a daily training plan.
GenomeX uses SNP (Single Nucleotide Polymorphism) data alongside user inputs — fitness level, current routine, available equipment, and goals — processed by GeneX, an AI fitness assistant that translates genetic and lifestyle information into a structured workout plan built to hit results within a defined timeframe.
It integrates with Apple HealthKit to continuously ingest daily vitals and activity metrics. GeneX evaluates that real-time data to dynamically adjust upcoming workouts, keeping intensity, recovery, and readiness balanced as the user progresses.
A daily mood-based adjustment system — Energized, Fatigued, In Pain — lets athletes modify training intensity without derailing long-term goals, with future workouts recalibrated automatically. A dedicated chat interface puts GeneX on call anytime for workout guidance, performance insights, or fitness questions.
Product scope:
- SNP Genetic Data Interpretation
- AI-Generated, Adaptive Workout Plans
- Apple HealthKit Integration
- Mood-Based Training Adjustments
- GeneX AI Chat Assistant
- Performance Analytics & Insights
My Role
- End-to-end product design
- Adaptive workout-state design
- AI interaction & conversation design
- High-fidelity UI & prototyping
Key Design Decisions (AI-Assisted)
Designing adaptive workout states
AI-assisted scenario modeling simulated real-world conditions — health data changes, mood selection, skipped workouts — enabling flexible workout states that clearly communicate adjustments and intent.
Human-AI collaboration over full automation
AI-supported copy exploration and UX iteration informed transparency patterns, helping users understand why workouts change — building trust and a sense of control alongside automation.
Problem Statement






Performance Analytics
- Current Readiness to Goal
- Weekly Progress Overview
- Recovery Score & Training Load Trends
AI-generated insights that keep training readiness, recovery, and load trends legible at a glance.
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