Professional-grade officiating and real-time coaching for every level of play — from training sessions to tournaments, powered by physical AI reasoning.
Point your phone. The AI watches the game, reasons about ball physics, and updates the score — all in under 2 seconds, entirely on device.
Phone or IP camera captures the game via OpenCV feed
NVIDIA edge GPU runs Cosmos Reason 2 vision analysis pipeline
Chain-of-thought physical reasoning: trajectory, spin, boundary detection
React Native app shows live scores, AI reasoning, and commentary
Tennis, pickleball, badminton, table tennis, and cricket — each with sport-specific physical reasoning tuned for the rules and physics of the game.
In/out calls, shot type detection, serve placement, spin & rally analysis
Kitchen violations, shot classification, serve legality, double-bounce rules
Shuttlecock trajectory, smash detection, boundary calls, serve compliance
Spin analysis, edge detection, serve legality, let calls, rally patterns
Trajectory, boundaries, wickets, shot classification, swing & spin analysis
Cosmos Reason 2 analyzes each frame with step-by-step physical reasoning — trajectory, spin, boundary detection — then delivers a structured decision with confidence scores.
{
"phase": "batting",
"ball_state": "traveling_to_boundary",
"event": "boundary_4",
"confidence": 0.92,
"description": "Cover drive through the gap, ball racing to the boundary. Clean stroke, no fielder in the path.",
"shot_type": "cover_drive",
"delivery_type": "outswing",
"speed_estimate": "medium"
}Camera frame is sent to Cosmos Reason 2 with sport-specific prompts
Model reasons about ball physics, trajectory, player positions step by step
Structured JSON output with event classification and confidence score
Event feeds into RefereAI and broadcasts live scores to connected devices
Pick a sports clip below and watch Cosmos Reason 2 analyze it in real time. See the chain-of-thought reasoning as the AI figures out what happened.
Select a frame and click Analyze to see Cosmos Reason 2 in action
Real-time scoring, AI commentary, and physical reasoning — delivered entirely on-device with zero cloud dependency.
Cosmos Reason 2 analyzes ball trajectories, bounce physics, and player positions with chain-of-thought reasoning. The model thinks step-by-step about what it sees before making a scoring decision.
Live play-by-play commentary generated from scoring events. Context-aware descriptions of shots, deliveries, and rallies. Multiple commentary styles for casual and competitive play.
Automatic score updates via WebSocket. Cast to any screen as a TV-style scoreboard. Works offline with local SQLite storage.
Sport-specific reasoning for cricket, tennis, pickleball, badminton, and table tennis. Each with tuned Cosmos physical AI prompts.
275 TOPS of AI compute in a portable module. Deploy at training facilities, clubs, or tournaments — full inference on-device, no cloud required.
On-device inference, no cloud round-trip needed.
No internet needed. Play anywhere -- parks, backyards, remote fields.
Video never leaves the device. All processing is on-device.
No per-inference cloud costs. One-time hardware investment.
Built by engineers and strategists who believe every player deserves professional-grade tools.
Product & Engineering Lead
Scaling AI at Xpanse · Startup things at aisoft.us
Product, platform, and engineering leader with 18+ years building large-scale AI/ML platforms, GenAI products, and cloud-native data systems. Building the future of sports officiating with physical AI — your personal coach, referee, and guide, powered by NVIDIA Cosmos.
Growth & Strategy
Sr. Director, Segment Marketing @ AlertMedia
Experienced marketing leader who makes complex things simple. Product marketing, go-to-market strategy, and building communities around technology products.
Built for the NVIDIA Cosmos Cookoff — a hackathon challenging developers to build physical AI applications with Cosmos Reason 2.