AI Food Slop: Why AI-Generated Food Images Are Making Diners Sick

Ugly AI Food Photos Are Only the Beginning

I can't stop staring at the AI-slop images of Mexican food I see during my morning walk to work. On the menu posted outside, the taco truck displays lunch options that appear uncanny and unappetizing, as if an alien who's never eaten human food before drew a taco from memory. This food truck is not alone in putting AI-generated images on its menu. It's everywhere. AI menu slop is now going viral for being disgusting, and these posters seem to be an evolution of the "ChatGPT flyer pandemic." Whether it's a maggot-infested burrito or a plasticky pasta, consumers are expressing online how gross these fabricated images look. The aesthetic is distinctively off-putting, sometimes with random holes throughout a dish or otherworldly cuts of meat served as an entree. The images are immediately noticeable but only scratch the surface of how generative AI tools have already overhauled restaurant menus. Sellers aren't just generating AI images of burgers, they're also relying on AI to decide what goes in between those two buns. Digital Demands The birth of the online menu set us on the path toward these monstrosities. More consumers started deciding what to eat based on online menus and by ordering delivery from their phones to their doorstep. Faced with growing pressure, restaurant owners digitized their menus and created additional visuals. Stores wanted to capitalize on delivery sales and leaned into generative AI images, vying for a visibility boost on third-party apps like DoorDash without paying for a photoshoot. While the most powerful models currently on the market can output photorealistic images of food, many of these images appear to be generated by tools with worse capabilities, like the default setting of a free chatbot. "I went to order pizza one night on Uber Eats," says Brendan Sweeney, CEO and cofounder of Popmenu, a digital marketing software company for restaurants. "There were five different pizza places that were using the same AI-generated image." He says if the food image appears "completely inauthentic" and "obviously AI," then the restaurant is making a worse decision than foregoing photography altogether. What was originally generated to satisfy digital demand is now creeping its way into the physical world. AI menu slop expanded from its online origins into posters in coffee shops and signs displayed as deli menus. Restaurant owners sometimes seem oblivious to how off-putting low-quality image generations look. TasteGPT Noticeably AI-generated images stand out on modern menus for all the wrong reasons. But AI tools are influencing what appears on your local coffee shop's menu, beyond just images. Tastewise, one of the largest data insights companies in the food and beverage industry, partners with companies like Nestlé, PepsiCo, and Kraft Heinz. It's currently all-in on "agentic" automations for every step of the food creation process. Tastewise's library of automations is meant to help companies decide what foods to sell and how to sell them. There's an agent to help you track how product launches are going, an agent to test new concepts (banana creatine smoothies, anyone?), and an agent to find opportunity gaps in current menus. "I think the bigger question for them is how do they guide and train the AI on what should be in that burger and what should be on the menu," says Michael Bortinger, Tastewise's director of marketing and partnerships. "We have billions of data points understanding what consumers are doing with food, what's actually happening on menus and in the retail landscape." The result is TasteGPT, a chatbot-style tool powered by food-specific insights. Companies can pay for access to the bot, though the website offers you a few free queries, so I tried it out. Two of the suggested prompts were about what competitors are doing with protein-enhanced foods and the current trending flavors in plant-based snacks. When I picked the latter, TasteGPT flagged dates as a "standout rising star" and "cake-flavored plant-based snacks" as another relevant -- though not as hot -- trend. Looking at what's already available, I'm not sure I'd ever buy some cake-drizzled mini-rice cakes. Bortinger rattles off cold foam, hot honey, and strawberry matcha as flavors and menu additions that are high on the consumer interest list. "Ube is a trending flavor, but that also may be starting to be past its peak," he says. When I asked about pickles, as a lover of the limited-time dill-flavored Grinch-themed fries from McDonald's, he assured me that companies are still finding "new formats" for delivering the innovative, pickle-y goodness. The dill-pickle pizza slices I keep seeing on Instagram do look quite delicious. Burger, Enhance The tension between food marketing and reality existed before the generative AI boom. Food stylists for commercials have long used creative methods to present objects of consumption, like swapping ice cream for similarly textured mashed potatoes or painting the perfect grill marks onto a burger patty. While those changes often make the food seem more tantalizing than reality, most of the cheap menu slop I see day-to-day still looks puke-inducing. Despite their many mistakes in deciding how to present food images, restaurant owners will keep turning to AI tools to automate aspects of their businesses and optimize their online offerings. Around 85 percent of restaurateurs currently "feel comfortable" using AI tools and plan to use them even more extensively in the future, according to a recent poll from Toast. Rather than using fully AI-generated images, Sweeney wants restaurants to use software -- like Popmenu -- to enhance images of real food captured by the smartphones in their pocket. "AI can now very easily patch those up, plate them all the same, and make the lighting consistent," he says. "I think that's where the value is." He sees these enhancements as a professional way to present the dish, based on what they are actually selling. Not all food sellers want to put AI on their menu, though, and for good reason. These synthetic images of food are becoming a cultural touchstone in the broader, highly effective AI backlash. Popular local restaurants are going viral for their refusal to participate, posting handwritten notes about not using generative AI posters for promotion. We are living under the uncanny reign of the AI slop menu. In a few years, even the cheapest AI image of food may look more tempting than these current iterations. That said, I don't mind a slightly ugly, albeit real, photo of dishes on the menu when I dine out or order delivery. If anything, I prefer their more authentic rough edges. When I walk home from work today, I think I'll finally give that food truck a chance, keeping my fingers crossed that the tacos on my plate look better than the AI ones on the poster.

Why 'AI food slop' is making people so uncomfortable and upset

When Chris Murphy went into his local deli in late August, all the menu items had been replaced by uncanny, AI-generated images. The sandwiches depicted on the screen above the countertop displayed food with strange, repeated textures that looked hyperrealistic, yet somehow aggressively fake at the same time. It was the kind of "AI slop" that made Murphy's stomach turn and appetite suppress. The Chicago deli, which is located just across the street from Murphy's office, only switched to the increasingly prolific AI-generated menu about a month ago. On their Yelp review page, there's still photos of their old menu, which features generic food photography and text describing the contents of each sandwich. Had the original menu remained intact, Murphy said he would have placed an order. But the food was "just so viscerally disgusting," he told USA TODAY. He showed his coworkers, who recoiled and begged him to take the images away. "They almost vomited," he said. It's part of a growing trend where AI-generated designs are increasingly replacing traditional advertisements. AI-generated flyers have been popping up more frequently in public places, plastering generic signage around cities and establishments, often to the dismay of passersby. These menus filled with AI-generated food images are being coined "AI food slop," and Murphy isn't the only one expressing his disgust. Despite a seemingly innate aversion to these images, the internet is captivated. In a post with nearly 2 million views, an X user posted a picture of a sign outside a restaurant she passes on the way to work. "This is genuinely one of the worst ai shop horror food menus I've ever seen," she wrote. And while the replies overall express horror or disgust ("I feel like I have bugs crawling in my throat when I look at this," one said), it also sparked an influx of posts from other users sharing photos of AI slop menus in the wild. Experts say there's a reason why we can't look away. When images look almost real, but clearly fake, our brains get stuck between "approach and avoidance" as they try to make sense of it, according to psychologist Stephanie Sarkis. "People can have an urge to look away or anxiety, but at the same time, your brain may also be trying to look at it more," Sarkis explained. For some onlookers, the images can bring more severe reactions, especially for those suffering from a condition called trypophobia, an extreme fear of repeated holes, patterns or textures. Why we can't look away from distressing 'AI food slop' While relatively rare, trypophobia can be severely debilitating. The condition is commonly thought to be a fear of small, repeated holes, but can include any sort of repeated textures or patterns, thus extending to this new "AI food slop." According to Sarkis, these visceral reactions are meant to help humans avoid dangers like contamination, disease, decay or parasites. "Our brain goes, 'We need to look at that and make sure it's not bad.' The problem is that if you look at it again, it doesn't stop the reaction, it can actually intensify it," Sarkis said. While those suffering from trypophobia may feel greater levels of distress, these "unnatural" AI-generated images can be off-putting to anyone, Sarkis clarified. "It's making recognizable food look biologically bizarre. It's stuff that makes us go ick," she said. For immediate relief, the best approach is to distract yourself. Sarkis recommends grounding exercises like looking at three things you can hear, see and touch. If the stress starts to impede daily functioning, talk to a mental health professional who can provide additional support. As these ads become more prolific and consequently unavoidable, more people are speaking out in the hopes that restaurants will stop turning to AI altogether - which falls in line with Americans' increasingly negative views on AI and Big Tech. According to an August 2026 Pew Research Center survey, a majority of adults under 30 (55%) now say they're more concerned than excited about AI, and a YouGov Poll in July found that 7 in 10 adults believe technology companies have too much power. 'It's a slippery slope' Emily Hawkes, a professional food photographer based in New York, has a group chat with other digital creatives in the food industry, where they share and roll their eyes at AI slop ads. From their trained eye, the images look laughably fake. But Hawkes said they can't believe that restaurant owners or brands think these images will be appetizing to customers. While AI-generated ads have become more normalized - you can even find them on popular streaming platforms like Hulu - she's optimistic that food will take longer to adjust to. "There are things about the way that food looks in the world, that even people who don't spend all their time looking at it and thinking about it like I do, there's an innateness that you can feel in your bones," Hawkes explains. "There's something wrong, and you might not be able to put your finger on it, but you know it when you see it." The crux of her job as a food photographer is to "present the food as realistically, but also deliciously as possible," she said. In reality, customers want to see images of food that are truthful to what they will be served. She added that even before AI, people already criticized overly generic photos of food. "When people see something that makes them actually hungry and actually has appetite appeal, it's because they're seeing something real. They're seeing something that they can imagine themselves eating," she said. "I struggle to see a world where AI could ever really capture that." If food photography is cost-prohibitive to a business, there are other avenues to explore rather than turning to generative AI. Hawkes suggests reaching out to student photographers and offering a free meal in exchange for content, or turning to YouTube tutorials for a DIY approach. For customers like Murphy, anything is better than that appalling Reuben at his local deli. He worries that it's a slippery slope, too. First, AI infiltrates the food photography and menus, but what happens if restaurants turn to ChatGPT recipes and then, as Murphy speculates, "suddenly we're eating straight up horror slop?" It boils down to the lack of trust these "AI food slop" images instill in the quality of food the establishment may offer. "A thoughtful photo of your food with your iPhone is going to be better than whatever AI is going to generate because it's your food," Hawkes said. "It's not whatever the AI thinks a sandwich looks like."