Computer Vision + AI · Tennis Analytics

See every shot.
Know every move.

CourtCheck turns your raw match footage into deep performance insights — ball tracking, heatmaps, stroke classification, and AI-powered scouting reports.

AI-powered tennis analytics for competitive players

courtcheck · session_3.mp4

Shots

284

Rallies

47

In-bounds

68%

Bounces

113

Stroke Breakdown

Forehand45%
Backhand38%
Serve17%

AI Scouting Report

“Strong baseline consistency with excellent forehand cross-court accuracy. Consider targeting the T on your second serve — 71% of errors came from wide placement...”

The Problem

Tennis has always been played on instinct.

Every other major sport uses computer vision and analytics to train smarter. Tennis — at the club and collegiate level — is still flying blind.

Your patterns are invisible

You know roughly how a session felt. But without data, you have no idea where your ball actually lands, how your strokes split, or what tendencies you repeat.

Coaching is expensive and rare

Quality coaching is $80–$150 an hour — and most players can only afford it occasionally. Between sessions, actionable feedback disappears completely.

You can't improve what you can't measure

Progress stalls when you rely on memory and instinct alone. Every elite sport now uses data — tennis at the recreational and competitive club level still doesn't.

Features

Everything you need to play smarter.

A complete computer vision pipeline that turns a single video file into a full analytics report — no setup, no sensors.

Computer Vision

Ball Tracking

Frame-by-frame YOLO-based detection traces every ball trajectory — bounce positions, speed changes, and rally sequences captured with sub-pixel accuracy.

Spatial Analysis

Court Heatmaps

Homography projection maps every ball landing and player position into court-space coordinates, generating density heatmaps that reveal patterns invisible to the naked eye.

Deep Learning

Stroke Classification

A temporal CNN classifies every detected shot as forehand, backhand, or serve using a rolling video window — giving you an exact stroke breakdown across the full match.

GPT-4o mini

AI Scouting Report

After every session, GPT-4o mini synthesizes your stats into a personalised coach-quality report — performance summary, identified strengths, and specific areas to improve.

How It Works

From raw footage to insights in minutes.

No sensors, no special equipment, no setup. Just upload your video.

01

Record & Upload

Film your match from behind the court using any camera or phone. Upload the video directly to CourtCheck — we accept any standard MP4 file.

Standard tripod setup · Any camera · MP4 format
02

AI Analyzes Everything

Our GPU-accelerated pipeline runs ball detection, court mapping, player tracking, and stroke classification across every frame of your footage.

YOLO · CatBoost · Temporal CNN · Homography mapping
03

Get Your Insights

Receive heatmaps, stroke breakdowns, shot quality metrics, and a personalized AI scouting report — ready minutes after upload.

Court heatmaps · Stroke charts · AI scouting report

Sample Insights

See what your data looks like.

Real output from a CourtCheck analysis — this is what you get after every session.

Match Overview

284

Total Shots

47

Rallies

68%

In-Bounds

1m 52s

Avg. Rally

Session 3.mp4 · 2m 47s duration

Stroke Breakdown

Forehand45%
Backhand38%
Serve / Smash17%

128 strokes classified across 47 rallies

AI Scouting Report

GPT-4o mini

Performance Summary

Strong baseline session. 47 rallies with consistent shot placement from the back of the court.

Strengths

Forehand cross-court accuracy is excellent — 68% of bounces landed in-bounds, well above average.

Areas to Improve

Second serve placement is wide 71% of the time. Targeting the T will open the court significantly.

Ready to level up?

Stop guessing.
Start winning.

Upload your first match and get a full AI analysis — heatmaps, stroke breakdown, and a personalised scouting report in minutes.