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Restaurants Turn to AI Food Images, and Diners Are Pushing Back

Cheap synthetic images are drawing criticism, while restaurant software companies pitch AI for menu research and improvements to photos of real dishes.

By 2 min read
Restaurants Turn to AI Food Images, and Diners Are Pushing Back
Restaurants Turn to AI Food Images, and Diners Are Pushing Back

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Five pizza restaurants on Uber Eats reportedly used the exact same AI-generated food image—a shortcut that made their menus look less distinctive and, to some diners, less trustworthy. The episode captures the visible problem with synthetic food photography: strange textures, unappetizing details, and images that can look obviously fake on a menu or poster. Brendan Sweeney, the CEO and cofounder of restaurant marketing company Popmenu, says that can be worse than showing no food photo at all. His preferred use of AI is more limited: improve lighting or plating in a photograph of a real dish, rather than inventing the dish from scratch. But the bigger restaurant-AI shift may be happening behind the menu. Tastewise introduced TasteGPT on March 27 for research and development and innovation teams. It combines consumer-demand signals with menu data and ingredient-growth trends, helping companies validate concepts, study competitors, and find “whitespace”—areas where demand exists but supply is limited. Tastewise says its customers include Nestlé, PepsiCo, and Kraft Heinz, while WIRED reports that its tools can track launches, test food concepts, and identify menu gaps. A Toast poll found that about 85 percent of restaurateurs feel comfortable with AI and plan to use it more, but that measures intentions, not actual adoption. The question now is whether restaurants can use AI to make real food more discoverable without making the menu itself feel artificial.

Story brief

3 key points

Restaurant AI adoption is splitting into two tracks: synthetic food imagery is drawing backlash, while behind-the-scenes tools are being positioned for serious product research. Popmenu CEO Brendan Sweeney found five pizza restaurants on Uber Eats using the same generated image and prefers AI edits to real dish photos over fully synthetic visuals. Meanwhile, Tastewise launched TasteGPT on March 27 for demand, menu,...

  1. 01

    Five pizza restaurants on Uber Eats reportedly used the same AI-generated image, raising concerns about authenticity and poor visual quality.

  2. 02

    Popmenu’s Sweeney recommends using AI to improve photos of real dishes rather than generating food from scratch.

  3. 03

    TasteGPT combines consumer-demand, menu, and ingredient-trend data for concept validation and competitive research.

AI-generated food images are appearing on delivery menus and restaurant posters, where consumers are criticizing their uncanny and unappetizing appearance. The visible failures sit beside a quieter shift: AI tools are also being marketed to food companies for concept testing and menu research.

Restaurant marketing changed as more customers began choosing meals through online menus and delivery apps. Owners digitized menus and added visuals; some adopted generative AI images to seek greater visibility on third-party platforms without paying for a photo shoot. The generated images have since appeared in physical signs as well as online listings.

Brendan Sweeney, CEO and cofounder of restaurant marketing company Popmenu, said he found five pizza restaurants on Uber Eats using the same AI-generated image. He argues that an image that looks obviously artificial is a worse choice than using no food photography at all.

Tastewise introduced TasteGPT on March 27 as a food-and-beverage intelligence chatbot for R&D and innovation teams. Tastewise says the tool combines consumer-demand signals, menu data and ingredient-growth trends to generate insights, validate ideas and identify whitespace—areas where demand exists but supply is limited.

The company says users can ask about consumer needs, competitor positioning, trends supporting a concept and whether an idea should proceed. WIRED reports that Tastewise partners with Nestlé, PepsiCo and Kraft Heinz, and describes its automation tools as able to track product launches, test new food concepts and identify gaps in existing menus.

Tastewise’s stated automation jobs

  • Track product launches.
  • Test new food concepts.
  • Identify gaps in existing menus.

A Toast poll cited by WIRED found that about 85 percent of restaurateurs feel comfortable using AI tools and plan to use them more extensively. The poll reflects respondents’ reported comfort and plans, not a measure of actual use. That use is not universal in customer-facing promotion: some restaurants are publicly refusing generative-AI posters, with handwritten notices becoming part of the backlash against AI-generated content.

Sources

  1. wired.comUgly AI Food Photos Are Only the Beginning
  2. tastewise.ioTasteGPT Food Intelligence Chatbot For Real-Time F&B Insights

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