When it first happens, you might think you're imagining things. You walk into a café, glance at a menu showcasing a variety of bagel sandwiches, and each illustration looks eerily flawless—perfectly symmetrical, unnervingly smooth. Something feels off, but you can't quite articulate why. You're not paranoid; you're witnessing the rise of generative AI menus in the restaurant industry. These images, produced by models trained on a narrow, 'pleasing' aesthetic, leave a subtle but pervasive sense of wrongness.
Sometimes, these illustrations are blatantly fake—like a burrito with cheese so bubbly and melty it resembles avant-garde art more than lunch. More often, they're so ordinary that you only notice something's amiss upon closer inspection. As 2026 unfolds, this phenomenon has become impossible to ignore, with AI-generated food imagery appearing in countless eateries, from local diners to national chains.
"It's almost like an alien trying to make a pizza without understanding its core principles," said Alex Lisle, CTO of Reality Defender, a startup specializing in AI-detection and content-verification tools—a sector that has grown partly in response to issues like this one.
Lisle suggests that the way these models are built helps explain the peculiar aesthetic. Every ice cream scoop is perfectly round, and shrimp seem genetically modified to eat their own tails, creating what some have dubbed 'Lovecraftian food horrors.' This uniformity stems from the training data itself.
Large language models (LLMs) and diffusion models—the engines behind chatbots like ChatGPT and image generators like Midjourney—are trained on vast datasets. They identify patterns to predict what users want when prompted, say, "Make me a menu for a burger restaurant." The result is a homogenized output that mirrors the most common, often dated, examples in their training corpora.
"A lot of this stuff looks like a Chili's menu from 2015, and there's a reason for that," Lisle explained. "That was the corpus of work from which the models drew their function."
As we move through 2026, the challenge intensifies: restaurants must balance the efficiency of AI tools with the authenticity that draws customers in. For now, the alien in the kitchen remains—a testament to AI's potential, and its current limitations in capturing the messy, artisanal soul of food.
via TechCrunch AI