Wearables Fitness Intelligence
Overview
A unified athlete profiling platform that combines publicly available performance statistics from sports databases, forums, and league portals with real-time physiological data from wearable devices — building a living, multi-dimensional profile of any athlete, from weekend warriors to professional players.
The Problem It Solves
Sports performance data today exists in two completely disconnected silos. On one side: box scores, match stats, leaderboards, and forum discussions scattered across ESPN, Cricbuzz, WhoScored, Reddit, and dozens of league-specific portals. On the other: raw biometric streams from Garmin, Fitbit, Apple Watch, Whoop, and Polar sitting in proprietary health apps with no sports context layered on top. Neither side talks to the other. Coaches make decisions based on incomplete pictures. Athletes don’t know whether poor performance is tactical, physical, or recovery-related. Scouts rely on surface-level numbers with no physiological context.
Wearable Fitness Intelligence
With athlete consent, the platform connects to wearable APIs (Garmin Connect, Apple HealthKit, Whoop API, Polar Flow, Fitbit Web API) and ingests:
- Cardiovascular: Resting HR, HRV, VO₂ max, zone distribution during sessions
- Recovery: Sleep score, sleep stages, readiness score (Whoop/Garmin Body Battery)
- Load tracking: Daily strain, training load, acute:chronic workload ratio (ACWR)
- Resilience signals: SpO₂, stress score, respiratory rate trends
- Musculoskeletal proxies: Step asymmetry, cadence variance, ground contact time
These streams are processed into a Fitness Readiness Index (FRI) — a single composite score updated daily — alongside longitudinal trends that reveal how the athlete’s body responds to competitive load over weeks and months.
Public Stats Aggregation
The platform continuously crawls and ingests structured and unstructured data from public sources:
- League databases: ESPN, Cricbuzz, Sofascore, WhoScored, Basketball-Reference, Statsbomb
- Community forums: Reddit (r/soccer, r/cricket, r/nba), Twitter/X, sports blogs
- Video platforms: YouTube highlights for qualitative context
- Official federation portals: FIFA, BCCI, ATP, BWF, etc.
