Vendors demonstrate AI tools by showing what goes right — a support ticket resolved in seconds, a contract summarized cleanly, a week of data entry compressed into an afternoon. Implementing AI in an actual small business looks different: tools selected before anyone agreed on what problem they solve, customer emails …

Developers on a small team spend a surprising share of their week not on hard problems but on the mechanical ones: wiring up boilerplate, writing the third near-identical test, translating a function from one framework to another, hunting through unfamiliar code to find where a bug lives. AI-assisted development tools …

A consistent finding across AI adoption surveys is that the gap between AI experimentation and production deployment is wide — and most of what sits in that gap is not a technology problem. According to O'Reilly's AI Adoption in the Enterprise research, data quality and use-case identification are each cited as top …

The owner of a ten-person accounting firm decided it was time to "use AI." She bought three subscriptions, signed up for a chatbot, and asked her team to "try things out." Six months later, two people used one tool occasionally, the other subscriptions went untouched, and no one could say whether anything had improved. …