Sports Tech · Analytics

Tactico AI — Sports Performance Analytics

Computer-vision pipeline that tracks every player and the ball, auto-detects passes, shots, and tactical formations, and turns 90 minutes of footage into searchable highlights.

YOLOv8OpenCVPyTorchFastAPI

30 FPS

Real-time tracking

Multi-object

Detection

01

The Challenge

Coaches and analysts spend hours scrubbing through full-match footage to extract a handful of tactical insights — and amateur clubs simply can't afford the manual review that pro teams take for granted.

Tactico AI — Sports Performance Analytics – 1

02

Our Approach

We trained YOLOv8-based player and ball detectors on football-specific data, layered pose estimation for action classification (passes, shots, tackles), and built a FastAPI service that turns raw video into searchable, time-coded events ready for tactical dashboards.

Tactico AI — Sports Performance Analytics – 2
03Impact & Outcomes

A 90-minute match becomes a fully indexed, searchable highlight reel in minutes. Coaches build tactical reports in real time, and clubs at every level get pro-grade analysis without a video department.

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Tactico AI — Sports Performance Analytics – 3
Tactico AI — Sports Performance Analytics – 4
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