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Train Matricx is a specialist data service agency that provides high-fidelity, human-verified data annotation for sports AI and computer vision models. By combining domain expertise with human annotators, they transform raw match footage into structured training data for betting systems, broadcasting graphics, and predictive analytics platforms

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Train Matricx

Human-verified training data for sports computer vision.

Train Matricx is a managed sports data annotation team. Sports AI teams send match video and a labeling schema; annotators who know the sport produce the labels, and every delivery goes through a 3-layer QA pipeline before it ships.

We are a service team, not a software platform. We work inside your schema and your tools, or deliver in the format your pipeline already ingests.

What we annotate

  • Player and ball tracking with persistent player IDs through occlusion, camera cuts and substitutions
  • Event tagging to your own taxonomy (passes, shots, set pieces, serves, rallies and sport-specific sub-events)
  • Skeletal keypoints and pose for movement and biomechanics models
  • Court and pitch registration for mapping broadcast pixels to field coordinates
  • Segmentation and bounding boxes for detection models

Delivered as COCO, YOLO, JSON, CSV or your internal format. 20+ sports covered, including football (soccer), basketball, cricket, tennis, ice hockey and golf.

How we check quality

  1. Primary annotator applies the labels to your class definitions
  2. Specialist reviewer cross-checks complex events and verifies player identity across occlusions
  3. Senior auditor confirms the delivery matches your schema exactly

We report quality as first-pass acceptance: the share of deliveries your team accepts without rework.

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