AI use in UK Restaurants: Data and Insights

New data from two blind surveys run by Toast, one of 400 UK restaurant managers general AI adoption and one of 500 UK diners on AI and the restaurant experience, reveals a gap between AI enthusiasm and AI adoption, and what it will take to close it.

UK dining in 2026 is competitive, fast-moving, and unforgiving on margin. Operators are absorbing a National Living Wage that rose to £12.71 an hour in April 2026, a 4.1% increase, on top of higher employer National Insurance contributions. None of that is easing any time soon, diners are more discerning about where they spend, and operators are being asked to do more with the same number of hours in the day. 

Against that backdrop, AI has stopped being a futuristic talking point. It's one of the present-day drivers of profitability and efficiency for the restaurants already using it.

To find out exactly where AI in UK restaurants stands today, we asked 400 UK restaurant managers, and 500 UK diners in two separate blind surveys. Because how restaurants are using AI operationally is only half the picture. What it actually looks like from the other side of the table matters just as much, and it doesn't always match up.

Latest Restaurant AI Statistics

• 93% of UK restaurant managers are excited about AI in restaurants, but only 57% of the managers we surveyed are actively using one or more AI-powered tools

• 90% of UK restaurant managers using AI say it has made their business more profitable over the last year (26% significantly so)

• 91% of UK restaurant managers using AI are saving at least three hours of admin time a week, with 43% saving six hours or more

• 54% of UK diners are excited about AI in restaurants; 46% of UK diners are not

• 47% of UK diners had no idea some restaurants use AI or algorithms to adjust menu prices, and 53% of UK diners say it leaves them with a less favourable view of the restaurant

• 75% of UK diners support clearer rules or regulation requiring restaurants to disclose when AI is used to set prices or personalise offers

• 82% of UK diners believe large restaurant chains have an AI-fuelled advantage over independents

AI Adoption in Restaurants: Where UK Operators Stand Today

The Enthusiasm Gap

Ask a UK restaurant manager how they feel about AI, and the answer is overwhelmingly positive. In fact, 93% say they're excited about the prospect of AI technology in restaurants. Put actual tools in front of them, though, and the picture gets more cautious: of all the UK restaurant managers we surveyed, 57% are currently using one or more AI-powered tools in their day-to-day work. 

According to our survey respondents, the biggest barrier to wider AI adoption aside from cost is its lack of integration with existing systems. But AI assistants like Toast IQ that are built for restaurants by integrating into the existing technology platform are becoming more widely available.

When it comes to overall AI use across their restaurants, 95% of UK managers who are using AI day-to-day say their restaurant's overall use of AI has increased over the past 12 months, (46% significantly). 80% of our UK restaurant manager survey respondents say they expect AI to play a bigger role in operational decision-making, specifically with staffing and scheduling decisions over the next year.

What AI Adopters are Actually Seeing 

From reducing food waste to automating shift scheduling, the list of day-to-day operational hacks that could positively impact your restaurant's bottom line is ever-growing.

And our survey of UK restaurant managers revealed that those who are putting AI to work in their restaurants are seeing results. For example, 58% of UK restaurant managers using AI for marketing say it has increased both visits and the spend of diners.

AI is also helping restaurants tackle one of the industry's biggest operational challenges: food waste. Overall, 78% of operators who are utilising AI reported a reduction in food wastage since adopting AI.

All of this points to a positive picture of the use-cases for AI in restaurants. And, with 74% of UK restaurant managers using AI saying it has delivered more value than expected - 30% of them significantly more - the sentiment for assistive AI tools in restaurant management seems to be strong amongst UK restaurant managers. See below for a further breakdown:

An Impact on Profitability and Revenue 

Among the UK restaurant managers we surveyed who are using AI in their restaurants, 90% say it has made their business more profitable over the last year (26% significantly so). For operators that use AI, they say it has had the most measurable cost savings across labour, waste and energy (32%), and 27% attribute a measurable revenue increase directly to AI. 

Real Time Saved 

And when we asked UK restaurant managers to name the single most measurable benefit that AI has delivered for their restaurant, "saving management time" came out on top. 

91% of the UK restaurant managers we surveyed who are using AI said that they're saving at least three hours of admin time a week, with 43% saving six hours or more. That's a significant chunk of time that can be reinvested into the parts of the job that AI can't do, like providing the human touch with great customer service, or upskilling your team.

Measurable Inventory and Food Waste Wins 

According to our survey of UK restaurant managers using AI tools, food waste reduction as a result of AI tools  is an ROI story worth telling. 78% of AI users report a reduction in food waste since adopting the technology, breaking down as:

• 1–10% reduction: 32%

• 11–20% reduction: 40%

• More than 20% reduction: 6%

Demand backs this up: inventory and food waste reduction is the second most-wanted AI capability among operators, cited by 20% — evidence that this is one of the clearest paths to quick, measurable ROI for operators still weighing up whether to adopt AI restaurant tools.

ROI on Personalisation, Loyalty and Marketing Efforts

58% of AI-using UK operators say using AI for marketing has increased both visits and spend among diners. 

When it comes to personalisation, 30% of operators already use AI to personalise offers, loyalty schemes or promotions, and a further 34% are trialling it — suggesting the number using AI to tailor rewards to their regulars in some form could roughly double over the next year.

Interestingly the UK diners we surveyed are asking for more of this, too. 23% say they want more tailored discounts and loyalty rewards, and 22% want faster ordering via kiosk, app or voice.

The AI Scheduling Play

It's one thing to adopt an AI scheduling tool, another for it to deliver. Among managers who use AI specifically for scheduling and rotas:

• 95% say the tools deliver on their promises

• 73% have had staff raise concerns directly about AI-generated schedules 

• 57% believe their staff feel mostly positive about AI-driven scheduling

When asked what's changed as a result, these managers point to:

• Less time spent building rotas — 34%

• Lower overall labour costs — 29%

• Fewer scheduling conflicts and errors — 23%

Giving Restaurant Teams More Time for Hospitality

People are — and will remain — central to memorable hospitality experiences. However, challenging economic conditions are forcing operators to think differently about how they manage costs, capacity and increasingly stretched teams.

Among the UK restaurant managers we surveyed who are already using AI, 77% said they had used AI or automation rather than hire additional staff due to rising costs, while 16% had considered doing so. This reflects a change in how restaurants are responding to additional resource needs — not evidence that AI is replacing existing employees.

Instead, UK restaurant managers largely see AI playing a supporting role by handling time-consuming tasks and helping teams work more efficiently. When asked which roles they thought AI would assist rather than replace, UK managers pointed to marketing (28%) and management and admin (28%). Chefs and kitchen staff came bottom of the list at 8%.

Tools such as Toast IQ are designed with this supportive role in mind, empowering restaurant teams with proactive, personalised insights across areas including revenue and scheduling — all drawn from their own Toast platform.

Where the Next 12 Months of AI Investment is Going

Looking ahead, operators rank their top investment priorities for AI over the next 12 months as:

1. Marketing and customer acquisition — 23%

2. Inventory and waste reduction — 14%

3. POS systems — 11%

4. Guest-facing ordering technology — 11%

When asked about the AI tools they’d be most interested in using, those related to marketing is also the single most-wanted AI capability overall, cited by 25% of operators — reinforcing that marketing is where the next wave of restaurant AI spend could be concentrated.

Overcoming Barriers in AI adoption

Despite the positive results that the UK restaurant managers we surveyed are seeing with AI tools, there are still a number of hurdles that are stopping wider adoption.

The Hurdles

When we asked UK restaurant managers what's stopping wider AI adoption, several answers stood out. The top three were the upfront cost of the technology (20%), integration issues with existing systems (19%), and a lack of training or know-how (15%). 

People-related concerns only account for a total of 15% of responses. These are split between staff resistance (7%) and worry about the impact on jobs (8%). 13% cite data privacy and security as their single biggest barrier to adoption. 

What Would Make Operators Trust AI more?

Operators have their own list of what would increase their confidence in AI tools. Top answers included wanting a clear explanation of how the tool works (26%), the ability to reach human support to sense-check AI output (21%), and the ability to override AI-generated decisions (21%).

Practical Steps

The good news is that AI adoption doesn't have to start with a full technology overhaul. Some of the most measurable wins come from starting small:

• Inventory and food waste. Linking POS and inventory data to flag stock nearing its shelf life, or to generate smarter prep lists before over-ordering becomes a habit.

• Scheduling and admin. Automating the repetitive back-office tasks that eat into a manager's week, the same hours a week that many UK restaurant managers are already getting back by using AI tools.

• Transparency with staff. With 73% of UK restaurant managers already fielding concerns about AI-generated schedules, explaining how and why AI is being used goes a long way towards managing the "algorithmic manager" concern before it takes hold.

• The right tech stack. Prioritise tools that talk to your existing POS or are built directly into your platform, rather than bolting on pricey, disconnected tools.

How UK Restaurant Guests Feel About AI

Excitement vs. Hesitation

UK diners are far less united than operators about the prospect of AI showing up in restaurants. 54% say they are excited about the prospect of AI in restaurants; 46% are not. When it comes to exposure to AI in their day-to-day restaurant experiences, 41% say their encounters with AI when dining out have increased slightly over the past year, and a further 20% say significantly.

The Importance of The Human Connection

35% of the UK diners we surveyed named a preference for interacting with human staff as their biggest reason they'd hesitate to use AI tools at a restaurant. So the lesson about AI in restaurants for operators isn't necessarily to pick one over the other. Instead, it's to use AI where diners don't notice or mind  (a well-timed offer; a smarter inventory count) and protect the human touch exactly where it matters most.

For example, restaurant managers and operators could save time by using AI to write emails for your restaurant— personalising and automating the send, without losing the voice behind it.

The Reliability Factor

UK diners also draw a clear line around where they'll accept AI and where they won't. The situations rated least appropriate for AI were resolving complaints (25%) and answering questions about allergens and dietary needs (17%). And when asked what would most increase their trust in restaurant AI, the top answer by far, at 47%, was simply "knowing I can easily reach a human if something goes wrong."

The Dynamic Pricing and Transparency Dilemma

The Knowledge Gap

Menu pricing is where the operator and diner stories diverge most sharply. Among the UK restaurant managers who use AI to regularly set or adjust prices, 48% say they follow those recommendations closely. But nearly half of all UK diners, 47%, were not aware at all that some restaurants use AI or algorithms to adjust menu prices based on time, demand, or customer profile.

Among diners who are aware, 69% say they have actually noticed AI-driven or dynamic pricing when dining out. Of that group, 31% say they felt they got a good deal. This is a good reminder that awareness of AI pricing doesn't automatically mean a bad experience.

Navigating AI Backlash

Where UK diners do notice, the reaction isn't always positive. 53% say that if they knew a restaurant's price for the same item could change based on time, personal data or demand, it leaves them with a less favourable view of the business, describing it as feeling "unfair or manipulative." Against a difficult cost-of-living backdrop, a combined 46% of UK diners are moderately (22%) or very (24%) concerned that AI-driven pricing tools will push restaurant meals beyond what they can comfortably afford.

Still, operators aren't simply pushing prices up: 81% of operators say AI pricing has led them to lower or hold a price at some point, rather than raise it.

AI Regulatory Needs

Both sides of the table are looking for transparency. 78% of restaurant managers would support clearer industry standards so they can navigate AI rules around personalisation with confidence. Meanwhile, 86% of UK diners find it important to know exactly why they received a specific price or offer at a restaurant.

Many UK diners would go further, with 75% supporting compliance of regulations and transparent notices requiring restaurants to disclose when AI is used to set prices or personalise offers (32% strongly, 43% support), and 65% say they'd be more likely to choose a restaurant that clearly discloses when and why prices change due to AI or demand. 

For UK restaurants using AI-informed pricing, transparency isn't only a trust builder. Where prices are personalised using customer data, operators also carry data protection obligations, and at a minimum, telling customers in their privacy information that their data is used for profiling.

The Restaurant Tech Gap: Chains vs. Independents

UK diners see a real imbalance in who benefits most from restaurant AI. According to our consumer survey, 82% believe large restaurant chains hold a competitive advantage because of their use of AI in areas like pricing, marketing, and ordering apps: 22% call it significant, 27% moderate, and 33% slight. That perception has consequences for independents, too. 31% of UK diners say they're less likely to choose a restaurant that uses AI over an independent restaurant that doesn't.

That's not necessarily an argument against AI for smaller, independent operators. It's an argument for using it strategically where margins are tight, having a data analyst isn't an option, and for leaning into the human-first strengths of great service where it matters. 

The Verdict: AI in UK Restaurants in 2026

AI in UK restaurants isn't a future prospect. It's already shaping how restaurants staff, price, and run their businesses day to day. For consumers, trust is a key part of the conversation. UK diners do want the speed and convenience AI offers, but they want a human safety net too. They're open to AI-informed pricing, but only with clear disclosure.

For UK managers, the opportunity isn't choosing between AI and hospitality. It's finding the balance: using AI to handle the busywork, so there's more time and headspace for the parts of the job a diner will always notice.

Ready to see what that balance looks like for your restaurant?

FAQs: AI in UK Restaurants in 2026

Are UK restaurants using AI in 2026? Yes, though adoption lags behind enthusiasm. 93% of UK restaurant managers say they are excited about AI in restaurants, but only 57% are currently using one or more AI-powered tools. Managers using AI tools are also noticing an increase in overall usage across their restaurants, with 95% noting an increase over the past 12 months.

Do UK diners want AI in restaurants? Opinion is split. 54% of UK diners are excited about the prospect of AI in restaurants, while 46% are not. The preference for restaurant technology that emphasises convenience exists - 22% of UK diners say they want faster ordering via kiosk, app or voice. But from a customer experience point of view, 35% say their biggest hesitation for using AI in restaurants is a preference for human staff.

Are UK restaurants using AI to set menu prices? Yes. 81% of operators say AI pricing has led them to lower or hold a price at some point, rather than raise it. However, 47% of UK diners are unaware this happens at all, and 53% say it would leave them with a less favourable view of a restaurant if they knew — though of diners who have actually noticed AI-driven pricing, 31% say they felt they got a good deal. Operators using customer data to personalise prices in the UK should check their data protection obligations.

What would make UK diners trust AI in restaurants more? Disclosure and human backup. 75% of UK diners support compliance of regulations and transparent notices requiring restaurants to disclose when AI is used to set prices or personalise offers, and 65% say they'd be more likely to choose a restaurant that's upfront about it. The single biggest driver of trust when using AI tools when dining out, cited by 47% of UK diners, is simply knowing they can reach a human if something goes wrong.

Methodology & Sources — Based on two blind surveys conducted by Toast via Pollfish between July 29th and July 31st, 2026, sampling 400 UK restaurant managers and 500 UK diners. Active AI usage statistics reflect responses from 227 restaurant managers who currently utilise AI tools. Some percentages have been rounded.