AI agents in operations: what works and what is just a slide

Everyone talks about AI agents. Few have ever put one to real work, with a target, an unhappy customer on the other end and finance asking how much it cost. I have. Here is what I learned.

What works

Lead qualification at volume. When hundreds or thousands of contacts arrive every month, an agent that asks, understands and classifies before a human steps in is the most obvious use, and the one that pays for itself fastest. Not because it sells better than a person, but because it answers in seconds, at any hour, and never cherry-picks the easiest lead.

Answering repeated questions. Opening hours, paperwork, terms, status updates. The agent handles what the team repeats thirty times a day and frees people for the work that needs judgment.

Logging in the CRM. The agent writes into the system what humans don't: what the customer said, when, and on which channel. That is worth more than it looks, because data that never reaches the CRM does not exist for the operation.

What is just a slide

"The AI will close the sale on its own." It won't. In high-value purchases, closing is still human. The agent prepares the ground; whoever promises otherwise is selling the presentation, not the result.

"It replaces the team in three months." The math that actually works is different: the same team serves more people and loses fewer of them. Cutting headcount before the operation is mature usually destroys the very quality that would justify the agent.

"It works the same in any company." Every operation has its own rules, rhythm and vocabulary. A generic agent is right in general and wrong in the detail that matters. That is why I insist on understanding before customizing.

How to tell them apart before you sign

Ask the vendor for three things: a result figure with its source and date, a real (unscripted) conversation between the agent and a customer, and an explanation of where your customers' data lives and who can access it. Anyone with a real operation answers all three in five minutes. Anyone selling slides changes the subject.

If you want this thinking applied to your own operation, it is one of the topics of my talks.