Why Traditional Hardware-Based Tracking Is Obsolete
Wearables, GPS vests, and sensor-based systems are expensive, incomplete, and operationally fragile. Modern AI football video analysis extracts richer tactical and performance insights directly from video using computer vision.

The Hardware Burden
Wearables require athlete compliance, calibration, and maintenance, and often cannot be used in official matches or competitive environments.

Limited Tactical Context
Sensors track movement, not football. They cannot understand formations, pressing structures, off-ball movement, or team shape.

High Cost & Operational Friction
Hardware-based systems increase cost and reduce adoption across academies, semi-pro clubs, and multi-team organizations.

The Cost & Complexity Problem
Force plates, treadmills, and specialized hardware drive cost, maintenance, and operational friction.