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Custom AI training data, collected to your spec.
When the catalogue doesn't cover it, our collection network and enrichment pipeline build the dataset you need: any language, domain, modality, or annotation schema.
How a project runs.
Scope
We agree the spec, schema, volume, quality bar, and rights model with your team.
Source
We recruit contributors or license content, with documented consent and rights.
Collect
Managed collection with quality gates and demographic balancing.
Enrich
Transcription, labeling, preferences, and validation by trained or expert annotators.
Deliver
Model-ready output in your format, with a datasheet and audit trail.
What we collect.
Speech and audio
Scripted or spontaneous, in any language, accent, acoustic condition, or emotion.
Video and multimodal
Egocentric, instructional, or domain-specific footage with the annotations you define.
Text and code
Documents, domain text, and code with tests, traces, and reviews, written or curated to spec.
Reasoning and preference
Chain-of-thought, RLHF, red-team, and expert-verified evaluation data.
Robotics and sensor
Teleoperation, egocentric capture, LiDAR, and multi-sensor logs with synced labels.
Business operations
Anonymized workflows, messaging, tickets, and CRM records sourced from real companies.
Enrichment for data you already have.
Send raw content from any source. We return it model-ready, with labels attached as JSON on every record.
Audio and speech
Transcription, diarization, sentiment, topics, summaries, and vocal isolation.
Video
Scene and shot detection, actions, tracking, captions, and camera motion.
Images
Captions, boxes, masks, OCR, and attributes.
Text and documents
Entities, structure, layout, topics, and summaries.
Code
ASTs, tests, execution traces, and documentation.
Business records
Anonymization, thread and workflow structure, and outcome labels.
Tell us what you need.
Our data team reviews every brief and replies within one business day.
- Any scaleFrom a pilot slice to millions of units.
- Your schemaDelivered in the format your pipeline expects.
- Rights documentedConsent and license records on every record.