Here is a scene that is becoming common. Someone generates an ad with AI, then asks another AI to review it. The verdict comes back glowing: clean layout, strong hierarchy, great use of space. Then the ad goes live, and real people scroll right past it.
A recent article on Muzli opened with almost exactly this situation, and it stuck with us. AI reviewers are trained to be helpful, which often means agreeable. Ask “what do you think?” and you get compliments. Compliments do not lower your cost per result.
Three lines that change the review
The article’s quickest fix is simple: tell the reviewer who the audience is, what that person is trying to do, and that you want problems only, no praise. We use the same structure, whether the reviewer is an AI tool or a colleague:
- Who is seeing this? “A corporate travel manager in Bogotá, scrolling Instagram between meetings” is a brief. “Our audience” is not.
- What should they do? Book, call, save, sign up. One action. If the reviewer cannot tell what it is in a few seconds, neither can the customer.
- Problems only. Remove the option to flatter. Ask what is confusing, what is hard to read, what feels generic.
AI is a first pass, not the final call
We do use AI to speed up reviews. It is good at catching low-contrast text, cluttered layouts and copy that runs too long. It is not good at knowing whether your offer is actually appealing, whether the tone fits your brand, or whether the photo feels real to someone who has been to your property.
That is why every piece of creative we run goes through a human check with the business goal in front of us, and then through the only review that really counts: a small, controlled test with real budget and real people.
Our pre-launch checklist
- Can someone understand the offer with the sound off in under three seconds?
- Is there exactly one call to action, and is it the most visible element?
- Is every claim true and defensible (prices, dates, reviews, “best” anything)?
- Does it look like our client, or like any brand in the category?
- Are we testing at least two genuinely different angles, not two colors of the same idea?
AI made producing creative faster. It did not make judging it optional. If you want a second pair of eyes on your ads before they spend, we are happy to look.
Inspired by “Can You Trust an AI Design Review? 7 Things It Misses and How to Fix Each One” by Life Considered, published on Muzli.
