You spent a career becoming an expert. The platforms still reject 4 out of 5 experts who apply — because nobody taught them rubric craft, golden answers, or what an auditor actually flags. We do.
This school wasn't built by marketers. It was built by working SMEs who learned the craft the hard way, inside real frontier-lab projects — and have the receipts.
The programs teach exactly what we practice: the frameworks we use on live projects, the errors we see as auditors, and the standards our own work is held to.
One of our founding instructors earned more than $150K in six months of expert AI-data work — task creation, review, and auditing. Documented and verifiable; evidence available under NDA to enrolled students and partners.
This is one practitioner's documented result, not a promise of income. Your results will vary with credentials, effort, and market demand. See full disclaimer.
Design expert-level tasks that legitimately challenge frontier models — realistic context, cascading dependencies, objective gradability.
Write self-contained, weighted criteria — including the negative criteria and criticality discipline most experts have never heard of.
Produce reference answers with verified citations and complete source engagement — the anchor of every task package.
Evaluate model responses in the strict formats projects demand: excerpt-anchored, present-tense, one error per item, calibrated.
Learn what reviewers actually flag, survive QC with your ego intact, and climb to the reviewer/auditor tiers where pay is higher and queues are fuller.
Platform strategy, portfolio assembly, rate negotiation with real market data, and sustainable pacing — the anti-burnout module.
Every program produces graded artifacts and a next step. Founding-cohort students take 25% off the flagship in exchange for feedback and outcome data.
Project intel, honest rate data, weekly office hours, task teardowns, peer calibration, and job-board alerts.
Payment plans available on the flagship. 14-day / first-module refund policy — see Terms.
No. The programs are designed for credentialed professionals with zero technical background. If you can write a memo or a workpaper, you can learn this craft.
All of them — the craft is transferable. We are vendor-neutral and teach the skills every serious platform screens for. We never share any platform's assessment content or coach you to game a specific test; that's in our published Integrity Code, and it's why our training holds up.
Yes — it is the documented earnings of one of our founding instructors across six months of expert AI-data work, verifiable under NDA. It is also not a promise: it reflects senior credentials, high output, and strong market demand in that period. We publish honest market data, including the downsides.
The same skills — rubric design, evaluation, QC — are exactly what enterprises are hiring for as they build internal AI evaluation and governance functions. We teach AI evaluation competence, not platform tricks.
Applications are open now; the founding cohort (Legal and Finance tracks, 25 seats each) starts within 6–8 weeks of this page going live. Founding students get 25% off and priority access to all future programs.
Founding-cohort applications are reviewed within one business day. Credentialed professionals only — tell us your background.