Research
Seampoint Research
Most AI research measures what's possible. We measure what's safe to deploy, what makes people better at their jobs, and what must stay human.
New
State AI Workforce Reports
State-level analyses of where AI changes work and where it doesn't, grounded in real employers and real workers. Starting with Utah: 1.6 million workers, 20 employers, 168,000 workers analyzed.
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The Distillation of Work
18,898 tasks across 848 occupations, scored against four governance constraints. $3.24 trillion in governance-safe AI opportunity quantified for 148 million American workers. Key findings, full paper, and PDF.
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The Language of Work
The framework underlying the research: four platforms, nine verbs, a capability matrix, and a two-stage compiler that validates every AI work allocation before deployment.
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Research Resources
Topic libraries on AI readiness assessment and workflow automation — guides, checklists, and playbooks aligned with Seampoint research.
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Published analyses. Open methodology. Real employers.
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