Use the Humaniti brand.

Humaniti is a verified-Human network for AI data labor. Builders publish work. Vetted Humans label it. Consensus verifies it. Humans get paid directly.

Humaniti is a decentralized data network for AI. The work that trains frontier models — image bounding, text annotation, audio transcription, RLHF preference, expert review — is performed by verified Humans, not anonymous vendors. Builders publish tasks; the qualified pool labels them; N-Human consensus and per-skill Elo verify each label; Stewards adjudicate disputes; the signed dataset ships; the Humans get paid. The labor is auditable, the verification is transparent, and the people who did the work have their names on it.

Humaniti is the decentralized data network behind verified AI. Today, almost every model that matters is trained on data labeled by people whose names you will never see, paid through vendors whose margins you will never know, and verified by methods you cannot audit. Humaniti inverts that. A Builder defines a task. A pool of verified Humans is selected by tier, skill, language, and region. Each item routes to N Humans independently. A consensus aggregator weights every label by per-skill Elo, surfaces disagreement, and routes contested items to T3 Stewards for final adjudication. Gold questions catch drift. Behavioral telemetry, generated-text classifiers, wallet and device clustering, and Steward audits make gaming uneconomic. The signed dataset ships. The Humans get paid directly, with no opaque vendor margin in between. Every label carries a receipt — the prompt, the labelers, the consensus history, the final adjudication, all queryable on an append-only audit log. The arc beyond launch is laid out in public — Network, then Record, then Economy, then Commons. Labor first, ownership next, governance last. Humaniti is the substrate. The labor is real, and the rules are written down.