If you’ve ever paid extra for something labeled “handmade” or “craft,” you’ve already been influenced by what psychologists call the effort heuristic. It’s that gut feeling that says if someone went to real trouble to make something, it must be worth more. Simple enough. But here’s where it gets interesting for anyone running a professional services firm right now.
A new study from the professional services world found something that should make every agency and consultancy pause. Researchers asked people which tasks they’d happily hand over to an AI agent. Project estimates based on historical data? Seventy-four percent said go for it. Scheduling and time tracking? About two-thirds were fine with that. Client communication? Just seventeen percent. That’s not a split. That’s a chasm.
You might think the worry is quality. That AI might screw up the message or sound weird. But the research suggests something deeper is happening. People know AI can write a decent email. The problem is what clients think when they realize one arrived without a human behind it.
We’ve all become pretty good at spotting generated text by now. Even folks who couldn’t tell you what an em dash was two years ago can sense when something feels off. And clients? They’re paying attention too. The moment someone suspects an email was churned out by a machine, the thought process goes something like this: “Was I not worth their actual time?” And then the even more damaging question: “If they’ll phone it in onemail, what’s their work on my project going to look like?”
This matters more in professional services than in most industries. When someone hires an agency or a consultant, they’re buying the deliverable, sure. But they stay for the relationship. The account manager who actually knows their business. The strategist who remembered what they said in a meeting three months ago. The team that pushes back when the brief doesn’t make sense. All of that accumulated attention and care is what justifies the premium prices. And every email, every note, every update becomes a tiny test of whether that effort is really there.
There’s also a positioning angle some respondents mentioned. If clients start to feel like much of the interaction is automated, the whole premium story gets shaky. Why pay top rates for an account manager if the touchpoints feel templated? It’s a fair question, and firms know it.
The good news is this isn’t about rejecting technology. It’s about recognizing that some work carries your name in a way other work doesn’t. Project estimates, scheduling, resource allocation, time tracking — all of that is repetitive, predictable, and needs accuracy more than relationship building. That’s exactly where AI shines. Let the machine handle the operational layer so your people can focus on what they actually do best: being humans in the room.
The line seems to be pretty clear across the industry. People get it intuitively. The real question isn’t whether AI can write your client emails. It probably can. The question is whether your clients will feel like you did. Right now, the honest answer seems to be: probably not.
And that gap isn’t really about quality. It’s about ownership. When something represents your thinking, your judgment, your relationship with a client, people expect a human on the other end. AI can mimic tone pretty well. But intent? That’s harder to fake. Clients sense the difference, even when they can’t explain why.
