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Industries

Built for the constraints of your industry, not around them.

Every sector has a different definition of "correct." We staff, train, and audit against yours.

Autonomous systems

Frame-accurate perception labeling for driving, drones, and robotics — synced across camera, LiDAR, and radar.

18M+ frames annotated
3d_cuboidsensor_fusiontracking

Healthcare & life sciences

Clinician-reviewed annotation for imaging, EHR, and clinical trial data under HIPAA-aligned handling.

120+ credentialed clinicians
radiologypathologyhipaa

Generative AI & LLMs

Preference data, red-teaming, and rubric evaluation to align foundation and fine-tuned models.

9M+ preference judgments
rlhfred_teameval_rubric

Robotics

Demonstration data, action labeling, and simulation review for manipulation and navigation policies.

40+ embodiment types
teleopaction_labelssim2real

Financial services

CFA-reviewed document and transaction annotation for fraud detection, underwriting, and forecasting models.

99.7% audit pass rate
document_aifraudkyc

Retail & e-commerce

Catalog tagging, visual search training data, and review-sentiment labeling at seasonal scale.

2,000+ SKU taxonomies
catalogvisual_searchsentiment

Government & public sector

Cleared reviewer pools and on-premise deployment options for sensitive geospatial and language datasets.

On-prem & air-gapped options
geospatialcleared_reviewerson_prem
Regulated data

Compliance isn't a checkbox. It's built into the workflow.

From HIPAA-aligned clinical review to cleared reviewer pools for public-sector data, sensitive engagements route through access-controlled tooling with full audit trails — not a generic crowd queue.

  • SOC 2 Type IIIndependently audited annually
  • ISO 27001Certified information security management
  • HIPAA-aligned workflowsFor clinical and PHI-adjacent data
  • On-prem & air-gappedAvailable for government engagements