FIG 01Human-in-the-loop data operations

AI breaks on the real world. We fix what it misses.

PlayBreak delivers annotation, ground truth, model QA and live data operations for vision AI teams — sport-grade precision from a trained, QC-managed workforce, 24/7.

Send us your hardest footageSee how we measure quality
Extreme macro of a human eye, its iris reflecting scattered points of coloured light
Fig 01 · Detection pass2 objects · reviewed by 2 annotators
500+
Trained analysts
40,000+
Live events per season
24/7
Operations
Since 2021
Operating
1-2 weeks
New domain onboarding
02Service lines

One trained workforce. Five ways to deploy it.

S01

Video & Image Annotation

Bounding boxes, segmentation, key points and tracking identities, labelled to your schema by analysts trained on your task.

  • Boxes
  • Segmentation
  • Key points
  • Tracking
S02

Ground Truth & Datasets

Reference-grade datasets with per-batch agreement scores, built for training and for evaluating what you already ship.

  • Gold sets
  • IAA reporting
  • Dataset builds
S03

Model QA & HITL Correction

Your model's output, verified and corrected by trained reviewers, with every error filed against a documented taxonomy.

  • Prediction review
  • Correction
  • Error taxonomy
S04

Live Data Operations

Event collection and structured data production from live feeds, staffed around the clock against your calendar.

  • Live capture
  • Shift cover
  • 24/7
S05

Managed Capacity

White-label delivery inside your workflow and your tools. You keep the process; we supply the trained people and the quality layer.

  • Dedicated teams
  • Your tooling
  • Elastic scale
03Domains

Trained for the hardest footage in any domain.

Sports is where the method was built and proven. The same training, QC and shift discipline transfers to any domain where a model has to read the real world.

D01Flagship

Sports & Broadcast

Frame-accurate event tagging, tracking identities and live stat production across five sports.

Proven at 40,000+ live events a season.

Ice hockey players in motion under cold rink lighting, seen from a broadcast angle
D02

Retail & Security Video

Person and object tracking, shelf and zone events, and review queues for footage that has to hold up after the fact.

  • Person tracking
  • Zone events
  • Shelf events
  • Review queues
D03

Autonomous & Mobility

Lane, sign and agent labelling on road scenes, including the night, weather and occlusion cases that break a perception stack.

Aerial night view of a highway interchange traced by vehicle light trails
D04

Robotics & Industrial

Grasp points, part and defect labelling, and pick-and-place event review for models working on a line.

An industrial robot arm and its gripper lit from the side in a dark warehouse
D05

Drones & Geospatial

Imagery and point cloud annotation, feature extraction and change detection across passes of the same ground.

  • Imagery
  • Point clouds
  • Feature extraction
  • Change detection
D06

AI Evaluation & RLHF Data

Preference ranking, response grading and structured evaluation sets produced under the same agreement scoring as our vision work.

  • Preference ranking
  • Response grading
  • Eval sets
04How it works
01

Send footage

Any format, under NDA.

02

We annotate

Gold-set QC, dual-annotation sampling, IAA scored.

03

You get truth

Data in your schema, plus a QA report you can audit.

Your hardest two minutes. Our 72 hours. Free.

Request the free pilot

Under NDA. No commitment.