Library · Publisher grade

Cornerstone content for Human Data Ops

Category education and practical playbooks — built so buyers, practitioners, and partners share a precise vocabulary.

Precise definition, term map (gig work → ghost work), and three-dimensional taxonomy by lifecycle, skill, and commercial model.

Quality

Gold sets, adjudication, provenance, and labor-side dignity as first-class product requirements.

Commercial

Why managed services first, then retainer and API — and why open marketplaces are a late move.

Product

Turn fuzzy “looks good” review into weighted criteria with exportable audit fields.

Lifecycle

Exception queues, agent escalation, and stop controls when AI is in production.

Integration

Programmatic queues for teams embedding review inside their own tools and agents.

AI coach · Eval Ops

Describe your model surface and we’ll suggest a pilot shape (client-side, no account required).