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When Just Eat used AI to generate food images for restaurant menus, things didn’t quite go to plan. A bacon and egg soda became breakfast floating in a glass of cola, a chip muffin turned into a cake filled with chips, and garlic bread somehow became an aeroplane.
The results were amusing, but they highlighted a genuine problem with AI: it doesn’t always understand what you’re asking it to do.
For independent restaurants, cafés, pubs and takeaways, AI can be a genuinely useful tool. From tackling paperwork to planning promotions, it can save time and take some of the pressure off busy operators.
But there’s a big difference between asking AI to draft a cleaning checklist and letting it decide what your customers’ dinner looks like.
When AI food photography goes wrong
In October 2026, Just Eat paused a trial of AI-generated menu images after some rather unusual creations started circulating online.
The idea behind the trial was reasonable enough. Professional food photography can be expensive, particularly for smaller businesses with extensive menus. Using AI to create images from dish descriptions offered a potentially quicker, cheaper alternative.
Unfortunately, the technology didn’t always understand the context behind the dishes it was being asked to produce.
Just Eat apologised, began removing inaccurate images and paused the rollout while it worked on improving the technology.
The examples might be funny, but the underlying issue is more serious.
Customers expect the food they receive to resemble the food they’ve ordered. An image showing incorrect ingredients, unrealistic portion sizes or completely different dishes can create disappointment before the meal has even arrived.
It’s also a concern that delivery platforms are taking seriously. Deliveroo’s updated partner policies, effective from 9 October 2026, prohibit AI-generated food images and substantial AI alterations, although minor enhancements to genuine photographs are permitted.
The lesson isn’t that hospitality businesses should avoid AI altogether. It’s that some tasks are much better suited to automation than others.
Where AI can actually help your hospitality business
Running a hospitality business involves far more than preparing food and serving customers. There’s staff management, stock control, supplier communications, marketing, paperwork and a seemingly endless list of small jobs that need attention.
This is where AI can be particularly useful.
You don’t need a complicated system or a large budget to get started. Even a basic AI assistant can help with everyday tasks, especially when you’re using it to organise information or produce a first draft.
Taking the pressure off admin
Need to put together a staff cleaning rota, write an email to a supplier or create a checklist for opening and closing your venue?
AI can help you get the first version written in seconds.
For example, you could ask:
“Create a weekly cleaning checklist for a small café with five employees. Include daily and weekly tasks, with space for staff to sign off completed jobs.”
You can then adjust the result to match your business, equipment and actual cleaning requirements.
It won’t eliminate the need to manage these tasks, but it can save you staring at a blank document when you’ve already got enough to do.
Helping with marketing and promotions
Coming up with new social media content every week isn’t always easy, particularly when marketing is something you squeeze in between everything else.
AI can help brainstorm seasonal promotions, suggest social media topics, draft newsletters or turn a few rough notes into a more polished announcement.
You might ask it to suggest five ways to encourage repeat orders without offering large discounts, or help write a Facebook post promoting your new lunch menu.
The important thing is to make the content your own. A little personality goes a long way, especially for independent businesses where customers value the people behind the brand.
Making sense of business information
If you’ve got sales reports, spreadsheets or stock figures that you’re struggling to interpret, AI can help explain what the numbers might be telling you.
For example, it could help you identify which days have the strongest sales, compare performance between weeks or suggest questions worth investigating when costs increase.
Just make sure you’re working with accurate figures and using a tool approved for the information you’re sharing. AI can help interpret data, but it can also make mistakes in calculations or draw conclusions that the numbers don’t support.
Supporting staff training
Creating training materials from scratch takes time.
AI can help turn your existing procedures into simple onboarding guides, training checklists or quick-reference documents for new starters.
Whether you’re explaining how to open the venue, handle a customer complaint or complete a stocktake, having the information written down makes it easier to deliver consistent training.
You still need to check that everything reflects how your business actually operates, particularly where safety procedures are involved.
Where AI can go wrong
The Just Eat images are a particularly visible example of AI getting things wrong, but there are other risks that aren’t quite so obvious.
And some could have much bigger consequences than an unusual-looking burger.
1. Giving customers inaccurate information
AI can produce convincing answers that are completely incorrect.
That becomes a problem when you’re using it to write menu descriptions, respond to customer questions or explain ingredients.
For example, asking AI to generate allergen information based on the name of a dish is extremely risky. It doesn’t know exactly which ingredients your kitchen uses, how dishes are prepared or where cross-contamination could occur.
Allergen information must be based on verified recipes, ingredients and food preparation procedures, not an AI-generated guess. The Food Standards Agency’s allergen guidance explains businesses’ responsibilities for providing accurate information and managing allergens safely.
The same principle applies to prices, opening hours, special offers and availability. If you’re putting information in front of customers, someone needs to check that it’s correct.
2. Creating unrealistic expectations
Food photography is there to help customers decide what to order.
AI might create a beautiful-looking pizza, but what happens if it adds toppings you don’t offer, doubles the portion size or makes the finished dish look completely different?
Even if the result looks realistic, it could still be misleading.
A genuine photograph taken on a smartphone in good natural light is often a better option than an impressive AI-generated image of food your kitchen has never actually made.
Before uploading any food images, check the rules of the platforms you’re using and make sure the photographs accurately represent your dishes.
3. Sharing information you shouldn’t
It’s easy to forget that entering information into an AI tool can involve sharing it with an external service.
Customer names, contact details, employee information, financial records and supplier agreements shouldn’t be copied into AI platforms without understanding how that information will be handled.
The National Cyber Security Centre has warned about the risks of using unapproved AI tools, including the potential exposure of sensitive business and customer information.
For everyday tasks, use fictional examples or remove identifying details wherever possible.
If you’re using AI regularly within your business, establish some simple rules about which tools staff can use and what information they’re allowed to share.
4. Losing your business’s personality
One of the biggest strengths of an independent hospitality business is its character.
Your regulars know your team, your menu reflects your style and your social media might have a particular sense of humour.
If every customer message, promotion and social media post is generated by AI without any editing, that personality can quickly disappear.
There’s nothing wrong with using AI to help write something. But the finished message should still sound like it came from your business.
Five simple rules for using AI responsibly
You don’t need a complicated AI policy to start using these tools sensibly. A few straightforward rules can help you get the benefits without creating unnecessary risks.
- Start behind the scenes
Use AI for internal planning, admin, brainstorming and organising information. These are often lower-risk ways to save time while you learn what the technology does well.
- Check everything important
Treat AI-generated content as a first draft, not a finished answer. Double-check facts, figures, ingredients, prices and anything that could affect your customers or staff.
- Protect sensitive information
Avoid uploading personal, confidential or commercially sensitive information into tools unless you’re confident they are appropriate and secure for that purpose.
- Keep your food photography authentic
Show customers what they’ll actually receive. Use genuine images of your dishes, make sure descriptions are accurate and avoid AI alterations that change the appearance of the food itself.
- Keep a human in control
Whether it’s a customer-facing promotion, a staff training guide or a business report, someone should take responsibility for reviewing the final output.
AI can make suggestions and handle repetitive work, but it shouldn’t be making unchecked decisions on behalf of your business.
AI should save you time, not cost you trust
The Just Eat controversy is a good reminder that even well-intentioned technology can produce unexpected results.
The original goal was to help smaller businesses create menu imagery without the expense of professional photography. That’s a genuine challenge worth solving. But when the technology started producing dishes that didn’t exist, the potential time saving was overshadowed by questions about accuracy and customer trust.
For independent hospitality businesses, the best approach is to be practical.
Use AI where it makes everyday work easier. Let it help with paperwork, suggest promotional ideas, organise your processes or explain complicated information.
But when it comes to the food you serve, the promises you make and the relationships you build with customers, accuracy and authenticity should always come first.
After all, the best use of AI might not be something your customers ever notice. It could simply be the hour you save on paperwork that gives you more time to spend looking after them.
Spend less time on admin and more time running your business
From managing menus and orders to keeping track of sales and reporting, YUMA EPOS helps hospitality businesses stay organised and keep everyday operations running smoothly.
