Small Business AI Adoption Index
How many businesses like yours are using AI? Explore Census Bureau survey data by industry, company size, state and metro area. See who's growing and who's slowing, and benchmark your own business.
Explore the indexPortfolio
Client work stays confidential, so we show our approach on public datasets instead. Each project follows the same process we use with clients: raw sources go in untouched, every transformation is version-controlled SQL, every metric has a written definition, and tests run before anything reaches a chart.
How many businesses like yours are using AI? Explore Census Bureau survey data by industry, company size, state and metro area. See who's growing and who's slowing, and benchmark your own business.
Explore the indexSan Francisco publishes 368,000 business registrations, and "active" can be counted at least four different ways. A semantic-layer case study on why metric definitions matter, plus a look at which neighborhoods and industries survive longest.
Where should a company selling to California HVAC, plumbing and electrical contractors put its next account executive? Market sizing and territory planning from Census County Business Patterns: a sales-ops question answered with data.