Products
Licensed, ethically sourced multimodal data for frontier AI development. Captured directly from consented native speakers and domain experts, with fair compensation and clean rights end to end.
Licensed voice data recorded by consented native speakers and domain experts, with fair compensation and clean rights.
We work directly with thousands of native speakers and credentialed practitioners under explicit consent and fair compensation agreements. From low-resource languages to highly technical reasoning, every recording is sourced at the origin, rights-cleared, transcribed, and validated by the people who actually speak it.
Capabilities
Licensed multimodal video at the resolution of expert work, for vision-language and agentic models.
Our video data captures how experts actually do their work, click by click, decision by decision, with the audio narration and text artifacts that ground each action. Every contributor is consented, fairly compensated, and credited under a clean license. The result is paired multimodal data that teaches models to reason, not just describe.
Capabilities
Consented expert workflows captured click by click, across browser and desktop, for agents that use real tools.
Public computer-use benchmarks lean heavily on static HTML, single operating systems, and tasks without recovery paths, which is why frontier agents still fail on real software. We capture consented expert workflows in motion: the DOM as it shifts, the accessibility tree as it rebuilds, the click that misses and the correction that follows. Every trace is licensed, rights-cleared, and step-annotated, so agents can learn from the web and the tools experts actually use.
Capabilities
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We work with frontier labs and applied teams on custom datasets, evaluation suites, and ongoing data partnerships.