Why most AI pilots never go live
I regularly get called by owners whose pilot has been parked for six months. The demo worked. The enthusiastic colleague has moved on to something else. What happens between those two moments is almost always the same, and it rarely involves the model.
1. No number was ever agreed
“See whether AI can help us” is not a goal, it's an intention. Without a number nobody can say at the end whether it worked, so the decision to continue becomes a matter of feeling, and feeling always loses to daily pressure. What works instead: one figure you already measure, with a target value and a date. “Of the sixty inbound calls a day, fourteen currently go unanswered. In six weeks that will be under three.” Measure it before you start, too, in about half of companies the problem turns out to be smaller, or twice as big, as assumed.
2. The pilot is built on the easy cases
A demo works with tidy examples. Reality sends the mess: someone changing subject mid-sentence, a scan sitting crooked in an email, a customer asking three questions at once. Those cases are not the exception; they are twenty to forty percent of your volume. So from day one take a cross-section of real cases as your test set. Twenty to fifty is enough, provided they include the mess. Keep that set and run every change past it again, otherwise, with each adjustment, you won't know whether you fixed something or broke something else.
3. Nobody owns it after delivery
An automated process isn't furniture. Your prices change, your opening hours change, a new service appears. If nobody internally is responsible for maintenance, the assistant's answer slowly shifts from “correct” to “correct last year”, and you don't get that trust back. Assign one person, give them half an hour a week and a list of what can change. If you can't name that person, this process isn't the right one to start with.
4. It sits next to the work instead of inside it
The classic mistake: a chatbot in a separate tab, a tool with its own login, an assistant nobody opens because the work happens elsewhere. If your team has to go somewhere to use the automation, it won't happen. Build it where the work already is: the mailbox, the scheduling system, the phone line. Something that happens automatically and whose result simply lands in your inbox beats something you have to go and find.
The short version
One number with a date. A test set with real mess. One owner with half an hour a week. And build it into the work, not beside it. Get those four right and you go live, even without a large budget.
Is your pilot stuck on one of these four?
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