Rare Human Data

Genuine, emotive conversations between multiple parties with multi-channel audio and on-screen context.

Real humans coordinating long-horizon work: handoffs, escalation, repair. Enterprise or consumer trajectories.

Structured preference and decision data: ranking, comparison, prioritisation. From named experts, not anonymous crowds.

Expert-grade work in hard domains: code, law, medicine, finance. Captured in context, with the reasoning behind it.

Single-actor task completion across real tools, end to end. Full trajectories with the reasoning attached.

Real-world tasks on camera: technique and outcome captured. The embodied signal you can't scrape or generate.