Why your team stopped using the AI tools you rolled out (and 5 fixes that work)

Nobody owns the new way of working

Launches tend to be owned by whoever bought the tool, often someone in ops or IT, or a forward-thinking member of the team who spotted the opportunity. Once the training session is done, their part feels finished. Nobody in the sales, marketing or BD leadership picks it up as part of how the team runs week to week, so it slips off the agenda. When things get busy, people fall back on the way they know works.

Managers haven't been shown how to coach it

Most managers I speak to are using AI themselves, but very few have been shown how to coach someone else who is. They can see the output, but they can't always tell whether a proposal or a piece of outreach is good because someone thought hard about the customer, or because the tool produced something that looks polished. So they either leave it alone or they count how much of it there is. Managers need to look at how human judgement is being integrated into the AI tools, output and impact together. What did the output tell them and how did they build on it? Not, did they simply press send. It's that gap in between where the best opportunity to coach is being missed.

This matters more than most people expect. Gallup's 2026 State of the Global Workplace research found that employees whose manager supports AI use are 7.4 times as likely to say it helps them do their best work, and Gallup's CEO described a manager actively championing it as the strongest predictor of adoption after technical integration (Gallup, reported by HR Dive). BCG found the share of employees who feel positive about AI rises from 15% to 55% with strong leadership support, however, only around a quarter of frontline employees say they get that support (BCG, 2025).

The numbers you track reward volume

When AI makes it easy to send more, the easiest thing to report on is how much more, whether that's emails sent, posts published or sequences launched. Activity goes up, the dashboard looks healthy, and conversion stays exactly where it was. People soon work out that what's being measured is quantity, and the ones who were using the tool thoughtfully stop seeing any reason to put in the extra effort. In so many cases, the greatest revenue opportunities lie in improving conversion. Almost every founder says they need more leads. Many actually don't. They need to get smarter at converting what's already flowing into the system.

The brief going in is too generic

This is the one I see most often, and I've written about it before as the Skills Gap. Someone asks the tool for a follow-up email to a Head of Marketing, gets something bland back, and decides the tool isn't much use. They get frustrated with the time it takes to rewrite from scratch. The tool can only work with what it's given, and a job title tells it very little about that person's actual situation.

Good briefing is a skill most of us were never taught, because until recently we were briefing colleagues who could fill in the gaps for us. This holds true for content creation generally, so applies across sales and marketing. Many have never studied how to break down the elements of a brief, the structure, a writing style, and what's needed in terms of explicit instructions, so the prompts end up being too thin.

Nobody was given time to get good at it

Learning to work well with AI takes practice, and practice takes time that most commercial teams don't have spare. If the only training was a launch session, people are being asked to learn a new way of working on top of a full target, often in front of customers. Under that kind of pressure, most of us will choose the approach we already trust. Once you've noticed more volume isn't getting you what you want, and you've pivoted to quality, 'going slow to go faster' becomes good practice and conversion becomes the mantra. I can't stress this enough. Focusing on this almost always pays off.

BCG found regular use is sharply higher among employees who've had at least five hours of training and access to in-person training and coaching, but only a third of employees say they've been properly trained (BCG, 2025).