Solutions

AI data solutions by industry

The same operator model, tuned to your domain: from AV perception to foundation-model alignment. Field collection, annotation, RLHF, speech, robotics data, and red-teaming under one SLA.

Autonomous vehicles

LiDAR, camera, and sensor-fusion annotation for AV perception: dense 3D labels with scenario-based gold sets and per-frame consensus review.

3D cuboid and semantic segmentation labelingEdge-case and scenario miningSensor-fusion annotation across LiDAR, camera, and radar

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Healthcare AI

Clinician-grade medical-imaging and clinical-text annotation with documented provenance and auditable quality for regulated pathways.

Medical image annotation across radiology, pathology, and dermatologyClinical named-entity recognition and de-identificationAuditable provenance for regulated submissions

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Robotics & embodied AI

Teleoperation, manipulation, and real-world sensor data captured in controlled physical environments for consumer and industrial robotics.

Teleoperation demonstrations for imitation learningGrasp and manipulation data collection3D perception and pose labeling

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Foundation models

RLHF, preference data, SFT demonstrations, and red-teaming for LLM alignment: multilingual, high-agreement, at a plannable cadence.

Preference pairs and ranked comparisonsSFT demonstrations and instruction dataReward-model training data

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Fintech

Multilingual intent, NER, and preference data for financial assistants, reducing chatbot fallback across the languages your customers use.

Intent classification and entity recognitionMultilingual and dialect coverageDocument AI for statements and forms

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Government & public sector

AI safety evaluation, red-teaming, and multilingual data with in-region delivery and data-residency options for public-sector programs.

AI safety and model evaluationData residency and in-region deliveryMultilingual field data collection

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Retail & e-commerce

Product catalog, multimodal, and multilingual listing annotation for search, recommendation, and moderation at global scale.

Product-catalog attribute annotationMultilingual listing localizationVisual-search training data

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Coverage

Modality coverage by industry

Where each industry sits across image, video, LiDAR, text, speech, and multimodal data.

Industry ↓ · Modality →	Image	Video	LiDAR / 3D	Text	Speech	Multimodal
AV	Core	Core	Core	✓	–	Core
Healthcare	Core	✓	✓	Core	✓	Core
Robotics	Core	Core	Core	✓	✓	Core
Foundation models	✓	✓	–	Core	Core	Core
Fintech	✓	–	–	Core	✓	✓
Government	✓	✓	✓	Core	Core	Core
Retail	Core	✓	–	Core	✓	Core

Core capability Supported Not typical

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