Data Day Model evaluation & assurance
Benchmarking, factuality, hallucination review, model comparison, and multi-stage QA with reviewer escalation.
Explore evaluation →Human Data Ops · live two-sided market
The trusted human judgment layer for AI systems.
Match AI scientists, academics, and operators who can legally contract with leaders who need outcomes — evaluation, red teaming, HITL, or done-for-you personal AI infrastructure (yes, including a $10k OpenClaw day with Mac Mini).
Assessed experts
Legal capacity gate
AI onboarding
Seeded real offers
Step-by-step for non-tech leaders
What we sell
Premium human judgment infrastructure — not another open gig market.
Red teaming & stress tests
Adversarial probes, policy boundary tests, and safety scenarios with documented findings and severity routing.
Explore red teaming →Runtime human-in-the-loop
Exception queues, agent escalation, tool-use intervention, stop controls, and reversible decisions with SLAs.
Explore runtime HITL →Workflow credibility
Table-stakes quality controls, productized.
- Structured task & rubric design
- Worker qualification tests & skill tiers
- Gold sets, overlap, consensus scoring
- Adjudication for ambiguous cases
- Reviewer routing & expert escalation
- Policy / version control on rubrics
- Exportable audit logs & provenance metadata
- PII handling & sensitive-task warnings
Category honesty
“Data day labor” makes the hidden human work behind AI legible. We use it as a category-defining idea —
and commercialize it as premium Human Data Ops, with fair-pay floors and worker dignity as product features.
We will not race commodity microtask markets to the bottom.
Start in days, not quarters
Book a fixed-fee pilot for one high-value task family.
Domain-specific evaluation, red teaming, or exception-queue review — with rubric design, qualified reviewers, and an exportable audit pack.