White papers.
Research for owners: data we gather and analyze, and what to do about it. Each paper is also a PDF.

- Research · November 8, 2026 · 12 min read
AI use in US small businesses, by industry and size
One in four US employer firms now uses AI. Our analysis of Census Bureau survey data shows industry matters more than size, and where small firms still trail large ones. - White paper · November 8, 2026 · 10 min read
The AI operator, explained for owners
What a managed AI worker is made of, the four steps that introduce one to a real workflow, and the rules that keep its work checkable. Written for owners and managers.

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