AI Cleanup Job Listings Surge 87%. The Tarot Deck Had Two Left Feet. Literally.
Freelancer.com reports an 87 percent increase in AI slop cleanup listings. CEO Matt Barrie says small businesses generate AI first drafts then cannot fix the output themselves. Freelance multimedia editor Nathan McConnell spent two to three hours per image in Photoshop correcting a roughly 100-card AI-generated tarot deck plagued by extra fingers and duplicate left feet. He has refused jobs he deemed too slop-laden to salvage.
This illustrates what economists call the hidden externality of cheap generation. The marginal cost of producing content approaches zero, but the marginal cost of making it commercially viable does not. The lesson: your AI workflow is only as cheap as your cleanup budget allows. Always price the edit before you celebrate the draft.
Freelancer.com, under CEO Matt Barrie, is the marketplace tracking this 87 percent surge. Nathan McConnell, a multimedia editor freelancing on the side, is the practitioner who quantified the cleanup burden at two to three hours per image on a 100-image tarot deck project.
- Open a free AI image generator such as Microsoft Copilot's image tool and prompt it to create a simple illustration of a person holding a cup. Generate five variations.
- Save each image and open them one at a time in a free editor like Photopea, a browser-based Photoshop equivalent.
- For each image, list every visible defect: wrong finger count, distorted objects, anatomical impossibilities. Time how long you would need to fix each one. Your list is your personal slop audit. The exercise teaches you to estimate cleanup costs before committing to any AI-generated project.