Field Notes
The operating model is the unit of change
Kyrle Symons · 2026-03-24 · 2 minute read
Most AI projects in small business die quietly. Not with an outage or a lawsuit. The tool just stops mattering. Six weeks after the demo, someone is doing the task by hand again, and nobody can quite say when that started.
The numbers behind that feeling are brutal. MIT-affiliated research reported in mid-2026 found that roughly 95 percent of generative AI business pilots produce no measurable return (Forbes, July 2026). BCG's 2026 work on agentic operations found 78 percent of companies that deployed generative AI report no material earnings impact, and that the minority getting real gains put about 70 percent of their AI investment into people and process change rather than technology (BCG, Agentic Enterprise Operations, 2026). In the trades, ServiceTitan's 2026 research shows two-thirds of contractors expecting meaningful change within three years while only about one in ten has AI embedded in operations (2026 State of AI in the Trades).
Read those three findings together and the story is not "AI does not work." The story is that almost everyone is changing the wrong thing.
A tool is not a unit of change. A tool is an ingredient. The unit of change is the operating model: who decides, who does the work, what carries it, and how anyone knows it happened. Drop a capable tool into a business that still runs on chasing, memory, and one overloaded head, and the business wins the fight every time. The spreadsheet habit outlives the software that was supposed to replace it, because the habit is load-bearing and the software was optional.
The winners in the BCG data were not buying better tools. They were moving decision rights, rewriting handoffs, making evidence a side effect of work instead of an audit project. The tool landed because there was somewhere for it to land.
This is uncomfortable news for a busy owner, because it means the shortcut does not exist. It is also genuinely good news. It means the failures were not your judgment. It means the advantage is still on the table, because so few of your competitors have done the actual work. And it means the first step is not a purchase. It is a decision about how the business should run, made deliberately, in an order that compounds.
That order, and the model behind it, is what we teach. Start with how the business runs. The tools will finally have somewhere to land.