What 1,000 Small Business Owners Across 10 US Cities Really Think About AI!

Hey, it's me! Today I want to share what Anthropic's Head of U.S. SMB, Lina Ochman, learned from talking to small business owners all over the country.

Claude Blog claude.com

What was announced?

Claude's Blog published a recap of the "Claude SMB Tour," a series of free workshops Anthropic ran across the US. The tour visited 10 cities — Chicago, Tulsa, Dallas, Hamilton Township NJ, Baton Rouge, Birmingham, Salt Lake City, Baltimore, San Jose, and Indianapolis — reaching over 1,000 small business owners with AI training and hands-on Claude Cowork sessions. The article rounds up five key lessons from the tour.

Why it matters

AI conversations tend to center on tech companies and engineers, but 80% of participants ran companies with 5-50 employees in physical-economy sectors like construction, manufacturing, logistics, and trades. That makes this a rare, grounded look at how non-technical business owners are actually experiencing AI.

What changes

Here are the five lessons from the article:

• AI levels the playing field for non-technical entrepreneurs: a painting contractor now has Claude read PDF blueprints to prepare bids, and field technicians photograph unlabeled parts and have Claude identify them in seconds — work that used to take hours
• Enthusiasm comes with accuracy concerns: owners want AI to handle critical work like reporting, proposals, and business management, but worry about something important slipping through the cracks. One trucking compliance firm cut its fuel tax filing error rate from 7% to zero using Claude
• Data security and governance are top of mind: in a pre-tour survey of 503 decision-makers, data security was the most-cited barrier to AI adoption, and attendees repeatedly asked about data handling, model training, and security
• Hands-on training breaks down intimidation: many attendees already used Claude's chat daily but hadn't tried Cowork, skills, or connectors. Across 635 exit surveys, the guided build session was rated most valuable, and about two-thirds wanted more implementation help
• Peer learning drives adoption: the most-requested feature was a shared repository of peer use cases. One consultant now teaches Claude to other founders, and another business moved staff from administrative work into creative roles after training

Dive Deep

One notable detail: the businesses that adopted AI most confidently were also the ones that deliberately kept humans in the loop. One team made human review of every Claude-generated summary a required part of onboarding.

Looking ahead, Anthropic has launched the Claude SMB Trainer Program, starting in San Francisco and New York. Part two of the tour kicks off in fall 2026, starting in Boston on September 16.

Wrap-up

• Anthropic ran free workshops in 10 US cities, giving over 1,000 small business owners hands-on time with Claude Cowork
• Physical-economy businesses like construction, manufacturing, and logistics found practical uses, from identifying parts by photo to reading PDF blueprints
• Data security concerns remain strong, and the most confident adopters keep humans reviewing AI output
• Hands-on training and peer-shared use cases are key to lowering the barrier to adoption

If you want to see how AI adoption plays out in non-technical, hands-on small businesses, this is a great read.