There’s a number that looks contradictory until you understand the mechanism behind it: nearly every firm in a given industry has tried AI, but almost none have achieved their stated objectives with it.

The contradiction resolves when you separate pilot from production.

Piloting AI is easy. You sign up for a tool, run some test queries on a few documents, see that it works, and conclude AI is promising. This costs an afternoon. Almost every firm has done this.

Making AI work in production is hard. It requires someone to evaluate tools, choose one, integrate it with existing workflows, train the team, handle edge cases, and monitor results. For large firms with dedicated IT departments and project managers, this is a normal project. For lean teams without those resources, it’s an open-ended time commitment that competes with doing actual work.

The result: lean teams are stuck in permanent pilot mode. They know AI can help — they’ve seen the demos. They don’t have the capacity to cross the line from “we tried this” to “we use this every day.”

This is a product design problem, not a market education problem. The lean team doesn’t need to be convinced that AI works. They need a tool designed so that production use requires no implementation project. No setup. No integration. No training phase. You give it documents and it gives you structured output.

The difference between a tool that requires deployment and a tool that just works is the difference between a product for enterprise IT departments and a product for a ten-person team. Both might advertise the same capabilities. Only one of them actually fits the lean team’s reality.

When you find an industry where adoption rates are high but success rates are low, the opportunity isn’t to explain the technology better. It’s to remove the implementation barrier. The firms already know they want the outcome. They’re failing to get it because the path between pilot and production runs through a project nobody has time to run.

Build the path that doesn’t require the project. +++