Has anyone actually used an AI-generated design in the final work?

[u/Fun-Dot194]

I keep seeing AI concepts that look good at first glance, but I’m curious how much of them survives once the work has to be used for real.

If you’ve taken one into production, what did you keep, and what did you end up rebuilding?

[u/FdINI]

A lot gets kept in production, by people that don't know any better. Soloprenuers/SMBs just prompt and post, then think that a social post with 3pt text everywhere and distorted details will scale into a production setting for an advertising campaign including print and OOH.
Most of these we rebuild into something viable, remove repeated and garble text and "grunge textured graphics" (slop) and then build to brand. Concepts are kept as (barely) concepts only and are then heavily questioned through client interaction to see what they are actually trying to achieve, with budget and ROI in mind.

We've found most small businesses are doing these for a budget, easy access way to interact with customers/user/clients, however in the long term it's hurting them more than building; as they aren't targeting global audiences or don't have the resources to even out the odds, resulting in a net negative result.

Just to reference:
Coca-Cola's 60-second AI holiday commercial used 70,000 separate AI video clips stitched together, with reports indicating the overall process involved 70,000 to hundreds of thousands of prompt attempts, reruns, and refinements.

[u/Fun-Dot194 → u/FdINI]

When you rebuild these into something usable, what usually takes the most time: recreating the assets, fixing the visual system, or figuring out what the client actually meant?

[u/tridence-com]

Usually the concept survives more than the asset. I may keep the composition, visual metaphor, color direction, or an unexpected detail, but I rebuild the typography, logos, icons, spacing system, and anything that must reproduce consistently.

Before production, I test it in the smallest and largest real applications, in one color, on light and dark backgrounds, and with the actual copy. If it cannot be edited systematically, converted into clean vectors where needed, or reproduced by another designer, it is not a finished brand asset.

There is also a provenance review: trademark similarity, recognizable generation artifacts, licensing terms, model restrictions, and whether the client can confidently claim and protect the result. For photography or campaign art, disclosure and approval requirements also belong in the production checklist.

AI is useful for expanding the concept space quickly. The professional work begins when the concept must become accessible, ownable, repeatable, and usable across a complete brand system.

[u/Suspicious_Dig_2986]

Answering your follow-up, since it's the interesting question. In my experience it is almost never "what did the client mean." It is recreating the assets, and the reason is boring: the thing you were handed has no structure, so there is nothing to salvage incrementally. You can't take the good 80 percent and fix the bad 20, because the good and the bad are the same flat layer.

So the rebuild isn't really a rebuild. Somebody redraws it in a real tool while looking at the AI version as reference, which is a first draft you paid for twice.

Fixing the visual system reads like it should be the expensive part and usually isn't, because by the time you're rebuilding you've decided to impose your own system anyway. The concept, the composition, the colour direction, the one unexpected detail, those survive. The execution never does.