A new kind of freelance job has quietly grown alongside the rise of ChatGPT and Claude: fixing what these tools produce. On Freelancer.com, listings asking for help with "AI hallucination," "AI error," or to "correct AI" work rose 87 percent over the past year, reaching nearly 11,000 jobs. Upwork saw similar remediation work climb 70 percent year over year.
Fiverr searches for "AI cleanup" services grew more than 20 times over between 2023 and 2026. The jobs are concentrated in graphic design, video editing, proofreading, and content writing. The pattern is consistent: a business uses AI to produce a first draft fast and cheap, then discovers it cannot actually be used.
Extra fingers on illustrated characters, shadows falling the wrong way in video, robotic voiceovers, and writing that reads flat and repetitive all need a human to catch and fix. This matters because it undercuts the core promise of AI content tools, which is saving money. Freelancers report that fixing a flawed AI image or article often takes as long as making one from scratch.
One illustrator in Florida turned down a client who wanted 15 AI-generated children's book illustrations repaired at fifteen minutes each; the real work took hours per image. If cleanup costs as much as the original job, most of the savings from using AI in the first place disappear.
There is also a reputation cost businesses are only starting to feel. Vogue and Guess faced public backlash after running an ad with an AI-generated model and little disclosure. Coca-Cola's AI-made holiday ad was pulled after viewers mocked its glitchy animation, and McDonald's pulled a satirical AI holiday ad of its own after similar backlash.
Merriam-Webster named "slop" its word of the year for 2025, defining it as low-quality content made at scale by AI. Skipping human review to save money can cost a company far more in public embarrassment than it saved on production. That risk is exactly why the cleanup jobs exist.
Upwork's own research points to where the real value is shifting. Freelancers who combine AI tools with strong judgment earn 34 percent more per hour than those who do not. The company's researchers found that the split in value comes down to judgment, not just whether someone uses AI at all.
Whether this cleanup work lasts is genuinely unclear, and freelancers disagree among themselves. One editor expects most of it to fade within five to ten years as models improve. A multimedia editor argues AI will always need a human watching for mistakes, comparing the job to babysitting.
One illustrator has already stopped taking cleanup jobs entirely, betting instead that clients burned by bad AI output will pay more for original, human-made work. For any business leaning on AI for first-draft creative work, the lesson is straightforward: budget for a human review step, because skipping it rarely stays cheap for long.