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The sameness problem behind unappetizing AI menus

Exploring why AI-generated food menus look bizarre, overly smooth, and repetitive after multiple edits, according to TechCrunch analysis.

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04 Sep 2026Source: TechCrunch2 min read (0 views)
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The sameness problem behind unappetizing AI menus

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  • AI-generated food illustrations often look bizarrely fake or eerily generic.
  • Repeatedly editing AI menu images makes food look unnaturally round and smooth.
  • Restaurants updating prices or item names frequently fall victim to this distortion.

In an era where artificial intelligence shapes digital content, AI-generated food advertisements and menus have become commonplace, particularly in places like New York City. While some illustrations are egregiously fake—such as a burrito with hyper-melty cheese resembling avant-garde art—others appear ordinary at first glance until scrutinized closely.

A major driver of this issue is convergence. When an AI model is asked to generate a fast-food menu, it references popular chains like Wendy's, Burger King, or McDonald's. Because these existing menus share a similar aesthetic, the AI mimics that style and reinforces it further if the generated output eventually loops back into future training data.

This phenomenon highlights the inherent limitations of generative AI models, which tend toward statistical averages. As outputs are repeatedly recycled or edited, the risk of model degradation increases, stripping creative work of unique human touches and resulting in a homogenized visual culture across digital platforms.

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Stock photo for illustration only, not from the actual event

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On a localized scale, this smoothing effect intensifies when users generate a menu using tools like ChatGPT and apply continuous modifications. On X, a user named Labtec demonstrated this by creating a restaurant menu and editing it 100 times to observe how the imagery degrades over time.

"The end result actually makes me uncomfortable."

Labtec

Restaurants are likely falling into the same trap by revising their AI-generated menus repeatedly to tweak small details like prices or item names. With each successive iteration, the food graphics become progressively rounder, smoother, and increasingly unappetizing.

Source: TechCrunch

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