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Hire Labelers directly within TrainMatricx

Expert Humans.
Precise Sports Data.

We are a managed sports data service backed by a team of 100+ domain expert annotators with deep knowledge across 20+ sports. We collect, annotate, validate, and deliver the data your business needs - exactly how you need it.

100+ Expert Annotators
20+ Sports Covered
Custom Delivery Formats
98.5% Accuracy Rate
Darkhorse AI
Sportec
VisionSys
OptaMatch
GridBase
Analytics Pro
MotionLab
EliteTrack
Darkhorse AI
Sportec
VisionSys
OptaMatch
GridBase
Analytics Pro
MotionLab
EliteTrack

Sports We Cover

Domain-specific taxonomies for every major sport. We understand the rules, not just the pixels.

Football (Soccer)

Football (Soccer)

22-point skeletal tracking & complex event recognition (passes, tackles, offside).

Coverage

EPL, La Liga, Bundesliga, Serie A, UCL, MLS, international

Basketball

Basketball

Shot charts, pick-and-roll detection, and player spacing analytics.

Coverage

NBA, WNBA, NCAA, EuroLeague

Cricket

Cricket

Ball tracking, pitch map analysis, and batsman stroke mechanics.

Coverage

Test, ODI, T20

Ice Hockey

Ice Hockey

Player skeletal tracking, stick flex analysis, and high-speed puck trajectory.

Coverage

NHL, AHL, European leagues

Tennis

Tennis

Ball trajectory prediction and stroke mechanics analysis.

Coverage

ATP, WTA, Grand Slams, ITF

Golf

Golf

Swing biomechanics and high-precision ball flight telemetry.

Coverage

PGA Tour, LIV, DP World Tour

The Train Matricx Advantage

See how partnering with us accelerates your AI timeline compared to building in-house teams.

With Train Matricx
Without
1

Rapid onboarding

1

Slow onboarding

2

Dedicated team with domain knowledge

2

Generic annotators

3

Consistent high-quality data

3

Quality & consistency issues

4

Active collaboration

4

Limited communication & support

5

Reliable outcomes

5

Project delays

Dedicated Project Manager
Dedicated QA Team
How We Work

A partnership, not a subscription

Every engagement starts with understanding your requirements in detail. We don't do one-size-fits-all.

Discovery Call

We understand your use case, data schema requirements, volume, format preferences, and delivery timeline.

Custom Scoping

We propose a tailored annotation workflow, team structure, and QA framework designed for your specific sport and data type.

Pilot Delivery

We deliver a sample dataset so you can validate quality, schema alignment, and accuracy before committing to full production.

Full Production

Our expert team begins full-scale annotation and collection - with continuous QA checks, accuracy monitoring, and dedicated account management.

Ongoing Partnership

We grow with your needs. Add new sports, increase volume, refine schemas, or expand scope - your dedicated team is always on call.

Our Services

End-to-end sports data, managed entirely by us

From raw event capture to clean, structured, validated delivery - we handle every step of the data pipeline so you don't have to.

Video & frame annotation

Bounding boxes, polygons, and instance segmentation across broadcast and multi-camera sports footage. Every frame labeled by annotators who understand the game, not just the pixels.

1M+

Frames annotated

Skeletal & pose keypoint labeling

22-point skeletal tracking and joint-angle annotation for athletes across 20+ sports. Powers action recognition, biomechanical analysis, and markerless motion capture models at broadcast scale.

22-pt

Skeletal precision

Sports event & action classification

Frame-accurate labeling of every in-game event: goals, fouls, passes, tackles, set pieces, and more. Built around sport-specific taxonomies and delivered to your schema, not ours.

98.5%

Accuracy guaranteed

Semantic segmentation & scene understanding

Pixel-level labeling of playing surfaces, pitch zones, court markings, and environmental regions. Enables offside detection, zone-based tactical models, and AR broadcast overlays.

20+

Sports covered

AI/ML training dataset delivery

End-to-end production of labeled datasets purpose-built for model training. Delivered in your required format (JSON, CSV, COCO, YOLO, XML) with full QA documentation and inter-annotator agreement scores.

100%

Custom schema support

Dataset QA & validation

Independent quality auditing of existing labeled datasets. We surface label drift, schema inconsistencies, and annotation errors before they degrade model performance, with full re-annotation workflows included.

3-layer

QC pipeline

Built for the Ecosystem

From silicon valley startups to top-tier European clubs, we provide the ground-truth data that powers the next generation of sports intelligence.

Sports Tech Companies

Sports Tech Companies

Accelerate your R&D for player tracking, ball telemetry, and 3D reconstruction models.

Computer Vision TrainingID Linkage Consistency3D Pose Estimation
AI Research Labs

AI Research Labs

Access high-quality, ground-truth datasets for sports science and tactical research.

Benchmark DatasetsAlgorithmic ValidationPeer-Reviewed Data
Professional Clubs

Professional Clubs

Transform raw footage into actionable tactical insights and performance metrics.

Tactical Performance LogsScouting IntelligenceBiomechanical Audits
Broadcast & Media

Broadcast & Media

Power live graphics and fan engagement stats with real-time event classification.

Real-time Log FeedsEngagement GraphicsArchival Indexing
About Us

We are not a platform.
We are your data team.

Train Matricx is a specialist data service agency. We combine deep sporting knowledge with rigorous annotation methodology to produce high-quality, structured sports data that powers AI models, betting systems, media products, and analytics platforms worldwide.

Behind every dataset we deliver is a team of human experts who understand the game - not just the data. Our annotators are former athletes, coaches, statisticians, and passionate sports professionals with years of first-hand experience in their disciplines.

What Sets Our Team Apart

Real-time annotation, 24/7

Our global team covers live events around the clock, across all time zones - so your data is ready when the final whistle blows.

Domain expertise, not automation

Every data point is reviewed by annotators who know the sport. We catch what algorithms miss - contested calls, context, nuance.

Custom schemas, your format

We deliver in the format your system expects - JSON, CSV, XML, direct database feeds, FTP, or API. No transformation work on your side.

Multi-language coverage

Sports happen everywhere. Our annotators cover events in multiple languages and regional contexts - European leagues, Asian markets, and beyond.

Trusted by the Innovators

Hear from the teams building the future of sports technology with our high-precision data.

Company logo

“Train Matricx didn't just provide labeling; they became an extension of our team. With 1300+ football matches annotated and counting at 98.5% accuracy, they are our premier data partner.”

Billy Brush
Founder & CEO, Dark Horse AI
Billy Brush
Common Questions

Frequently Asked Questions

Everything you need to know about our data pipeline and precision standards.

Have a unique requirement?

Ready to talk?
Let's discuss your data needs.

Whether you need a sample dataset or enterprise-scale annotation, our experts are ready to help you build world-class AI.

Free sample dataset within 24h
Custom annotation pilot program
Scalable workforce for 1M+ frames
Technical consultation with analysts

Book a Free Demo

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