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The SME Standard is a professional school that teaches credentialed experts — lawyers, accountants, physicians, PhDs — the craft of building and auditing AI training data.
The SME Standard is a vendor-neutral professional school for subject-matter experts entering AI training-data work. It teaches prompt design, rubric construction, reference answers, annotation and quality auditing — the craft platforms screen for and rarely teach. It serves individual credentialed professionals and organizations building expert workforces.
The SME Standard is a professional school that teaches credentialed subject-matter experts the craft of AI training and evaluation work. Frontier laboratories spend heavily on expert human judgment — the prompts, rubrics, reference answers and audits that teach and measure advanced models — yet reject most credentialed professionals who apply, usually for craft reasons rather than expertise. The school teaches that craft through The SME Handbook: eighteen self-directed modules with video and written explainers, quizzes and a comprehensive exam. It is vendor-neutral, teaches transferable skills rather than platform tactics, and operates under a published Integrity Code committing it never to reproduce any platform's confidential material.
| Name | The SME Standard |
|---|---|
| Founded | 2026 |
| Based | Boston, Massachusetts, United States |
| Founder | Wasim Amin, J.D., M.B.A. |
| Category | Professional education · AI training data and evaluation |
| Serves | Credentialed individual professionals (B2C) and AI-data vendors, labs and enterprises (B2B) |
| Product | The SME Handbook — full access, $495. Eighteen modules (F1–R4), a video and a written explainer in each, a quiz per module, a comprehensive exam, and the 59-page Handbook to download. One payment, no subscription. |
| Availability | On sale now; access is immediate and not tied to a start date. Live graded programs are on the roadmap. |
| Curriculum | 59 pages · 7 modules · 56 sections · 4 appendices |
| Positioning | Vendor-neutral. Not affiliated with, endorsed by, or partnered with any AI-data platform, vendor or laboratory. |
| Related | Fidem Praxis — the founder's advisory practice |
| Website | smestandard.com |
Platforms turn away the large majority of credentialed professionals who apply. Almost never because they lack domain knowledge — because nobody taught them the form the work takes. That is a teachable gap, and it is the whole thesis of the school.
No AI-data vendor or laboratory runs a genuine education program for the experts it depends on. The nearest comparable offering is a generalist self-paced course at $249. The gap is real, and it is the reason the school exists.
The AI training-dataset market was valued at $3.2 billion in 2024 and is projected to reach $16.3 billion by 2034, a 20.5% CAGR (Global Market Insights). Roughly 100,000 expert-tier AI trainers were working as of February 2026 (Bloomberg).
Wasim Amin is the founder of The SME Standard. A lawyer and MBA with more than twenty-two years of professional experience, he has worked as a legal subject-matter expert and auditor on frontier AI training-data programs.
Wasim Amin is the founder of The SME Standard. He holds a J.D. earned magna cum laude in the top one percent of his class and an M.B.A. earned summa cum laude, and has more than twenty-two years of professional experience advising over one hundred companies on more than seven billion dollars in transactions. He has since worked as a legal subject-matter expert, reviewer and auditor on frontier AI training-data programs — producing the work and grading other experts' work. He founded The SME Standard after watching highly credentialed professionals fail assessments for structural reasons nobody had explained to them. He also leads the advisory practice Fidem Praxis.
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The school opens and The SME Handbook goes on sale at $495. Includes founder quote, market context with sources, and boilerplate.
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Jump to boilerplate ↑Our materials cite one founding instructor who earned more than $400,000 across twelve months of expert AI-data work. That is one senior practitioner's documented result under specific market conditions. It is not typical, not a projection, and not a promise, and we would ask that it never be reported as a figure students can expect. Published expert-tier rates run roughly $75–$200 an hour.
We have no student outcome data of any kind, and any story implying we do would be wrong. The product went on sale before anyone had finished it, which is the honest position for a new school. We have committed to publishing outcomes when they exist, including the ones that do not flatter us.
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