AI for Restaurants and Cafes: 10 Jobs an Agent Does for You, With the Prompt for Each
How restaurants, cafes, pubs and takeaways use an AI agent in 2026: ten jobs it does from the menu page and review replies to bookings that cut no-shows, dish costings, rotas, allergen matrices and the weekly numbers, with the exact prompt for each, what it costs against the booking and delivery platforms, and what to keep human.
It is 11 pm on a Saturday. The last table has gone, the card machine is cashed up, and the owner of a 40-cover bistro opens her laptop to do the part of the job nobody applied for: reply to the week's Google reviews, change the Sunday menu on the website, work out whether the sea bass still makes money at the new supplier price, post something on Instagram, and build next week's rota around two staff who have changed their availability. Two hours, if nothing goes wrong. NIQ's Hospitality Market Monitor counted 98,564 licensed outlets in the UK at the end of June 2026, with 1,839 closures in the quarter, and the ones that survive are not the ones with the best food. They are the ones where the admin gets done.
AI for restaurants has mostly meant a chatbot on the website or a subscription that promised "smart" bookings. An AI agent is different: it is one chat that does the jobs on the list above, with files and pages back, and remembers your menu, your suppliers and your tone. This guide covers ten jobs a cafe, restaurant, pub or takeaway can hand to an agent this week, the exact prompt for each, what the jobs cost through the booking and delivery platforms, and the parts of hospitality that should stay human.
Want to hand over the first job tonight? Open Jobbit, paste this week's reviews, and ask for replies in your voice. Free plan, 100 credits a day, no card.
Why now: the numbers behind the admin
- Labour costs rose again in April 2026. The National Living Wage is £12.71 an hour for workers aged 21 and over, and employer National Insurance has been 15% above a £5,000 threshold since April 2025 (GOV.UK). An hour of admin done by the owner at midnight is still an hour.
- No-shows cost real money. OpenTable's October 2026 report puts a no-show at £55.70 on a table of two, and Zonal's survey of more than 5,000 British adults found 14% had failed to turn up without telling the venue.
- Reviews decide the next booking. BrightLocal's 2026 survey found 97% of consumers read reviews for local businesses, 89% expect the owner to reply, 80% are more likely to use a business that replies to every review, and half are put off by generic replies.
- Your competitors are starting. An Access Hospitality survey published in March 2026 found 28% of UK and Ireland operators rolling out AI across several departments and 20% exploring it; the ONS put AI use across all UK businesses at 29% in June 2026.
The 10 jobs at a glance
| Job | What you hand over | What comes back | The prompt in one line | Time saved a week |
|---|---|---|---|---|
| 1. Review replies | This week's Google and TripAdvisor reviews | Replies in your voice, ready to paste | "Reply to these reviews as the owner, warm, specific, two sentences each" | 1 to 2 hours |
| 2. Menu page and QR code | A photo of the menu, the price changes | A phone-friendly menu page, allergen line per dish, a QR code that never expires | "Build a menu page from this photo and give me a table-card QR code" | 1 hour per change |
| 3. Bookings that cut no-shows | Your tables, hours and deposit rule | A booking page with confirmation, reminder and deposit for large parties | "Build a booking page with a reminder the day before and a £10 deposit for tables of 6 or more" | 2 hours plus the lost covers |
| 4. Social posts for the week | Ten phone photos and the specials | Seven captions, sized images, a posting schedule | "Write this week's Instagram and Facebook posts from these photos" | 2 hours |
| 5. Dish costings and margins | Supplier invoices and recipes | Cost per dish, gross profit per dish, the three to reprice | "Cost every dish from these invoices and show me the GP%" | 1 hour, and better margins |
| 6. The rota and the tips policy | Staff availability, opening hours, the tips rules | A rota that matches demand, a written tips policy that meets the 2024 Act | "Build next week's rota from this availability and write our tips policy" | 1 to 2 hours |
| 7. Allergen matrix | Recipes and ingredient labels | A 14-allergen matrix per dish for staff and the menu page | "Build the allergen matrix for these dishes" | 2 hours, and fewer risks |
| 8. Offers and emails to regulars | The quiet nights and the mailing list | A monthly email, a quiet-Tuesday offer, a Christmas booking push | "Write the November email with a Tuesday offer and the Christmas menu" | 1 hour |
| 9. Website and Google Business updates | New hours, new menu, new photos | Both updated, matching | "Update the site and Google profile with the winter hours" | 30 minutes |
| 10. The weekly numbers | Till export, bookings, reviews | A one-page digest: covers, average spend, best sellers, review score | "Give me the weekly digest from these exports" | 1 hour, and decisions you were guessing |
Added up, that is the two hours on a Saturday night and most of a Monday morning. The agent does the drafting, the building and the maths; you keep the decisions and the taste.
Jobs 1 to 3: the ones that bring bookings
1. Review replies in your voice
Paste the week's reviews into the chat with two examples of replies you were happy with. The agent writes a reply to each one that mentions what the guest ordered or praised, apologises for the specific thing that went wrong, and never sounds like a template, which is exactly what BrightLocal found readers notice. Approve, paste, done. The bad review guide covers the harder cases.
Message to send
Here are this week's Google reviews (pasted below) and two replies I wrote last month that sound like me. Reply to each review as the owner: warm, specific to what they mention, two or three sentences, thank by first name where there is one, apologise plainly where something went wrong and say what we changed. No marketing language, no exclamation marks. Give me the replies in a list I can paste.
You create a free account first (an email address is all it takes, no card). Your message is kept and sent the moment you are in.
2. A menu page and a QR code that never expires
A menu that lives on a page you control can change at 7 am; a printed one cannot. Send the agent a photo of the current menu and the price changes, and it builds a phone-friendly menu page with sections, prices and an allergen line per dish, then makes a static QR code for the table cards that keeps working when the menu changes. In England, calorie labelling applies only to businesses with 250 or more employees, but allergen information is required for every food business, and the menu page is a good place for the written part. The free QR code guide covers the printing rules.
3. Bookings that cut no-shows
The booking platforms charge for this: ResDiary's entry plan is £109 a month plus VAT for 150 bookings with a £99 set-up fee, and OpenTable's UK plans add per-cover fees on top of a monthly charge. An agent builds a booking page on your own domain with the three things that reduce no-shows: a confirmation, a reminder the day before with a one-tap cancel link, and a small deposit for larger parties. Hosting it on your own domain needs the Jobbit Go plan at £7 a month.
Message to send
Build a booking page for a 40-cover restaurant. Service times: Tuesday to Saturday 12 to 2:30 pm and 6 to 9:30 pm, Sunday 12 to 4 pm. Tables of 2, 4 and 6; parties over 8 by phone. Send a confirmation email, a reminder at 10 am the day before with a one-tap cancel link, and take a £10 per person deposit by card for tables of 6 or more, refundable up to 24 hours before. Email me each booking and show me a list I can check on my phone.
You create a free account first (an email address is all it takes, no card). Your message is kept and sent the moment you are in.
Jobs 4 to 7: the admin that eats the week
4. Social posts for the week
Ten phone photos and a note of this week's specials produce seven captions in your tone, images resized for Instagram and Facebook, and a schedule you can post from your phone. The agent will also tell you which post last month got the most replies if you give it the numbers.
5. Dish costings and gross profit
Attach the last month of supplier invoices and the recipes. The agent costs every dish, shows the gross profit percentage, flags the three dishes that have slipped below your target, and suggests the new price or the portion change. It keeps the spreadsheet and updates it when the next invoice arrives.
Message to send
Attached are last month's supplier invoices and our recipes with portion sizes. Cost each dish, work out the gross profit percentage at the current menu price, flag anything below 65% GP, and suggest a new price or a portion change for each. Keep the costings in a spreadsheet I can send you updates to.
You create a free account first (an email address is all it takes, no card). Your message is kept and sent the moment you are in.
6. The rota and the tips policy
Give it the staff list with availability, the opening hours and last month's covers by day, and it builds a rota that matches demand and keeps hours fair. Since 1 October 2024 the Employment (Allocation of Tips) Act 2023 requires tips to be passed to staff in full, a written tipping policy where tips are paid more than occasionally, and records kept for three years. The agent drafts the policy from your rules and the record sheet to go with it.
7. The allergen matrix
Every food business must be able to give information on the 14 allergens for everything it serves. From the recipes and ingredient labels, the agent builds the matrix per dish, a staff version for the pass and a customer version for the menu page, and updates it when a supplier changes a product. The Food Standards Agency's guidance, updated in February 2025, recommends written information backed by a conversation, which is what this gives you.
Jobs 8 to 10: the growth work you keep putting off
8. Offers and emails to regulars
Quiet Tuesdays, a new menu, the Christmas booking push: the agent writes the monthly email and the offer, builds the sign-up form if you do not have a list yet, and reports who opened it. One email a month to people who already like you is the cheapest marketing in hospitality.
9. Website and Google Business Profile updates
New winter hours, the new menu, three new photos: one sentence updates the site and gives you the same text for the Google Business Profile, so the two never disagree, which is the thing that sends people to a closed door.
10. The weekly numbers
Export the till and the bookings on Monday morning and ask for the digest: covers by service, average spend, best and worst sellers, review score and the three things to change this week. It is the meeting you never have time for, in one page.
Message to send
Attached are last week's till export, the bookings list and this week's reviews. Give me a one-page weekly digest: covers by service and day, average spend per head, the five best sellers and the five worst, the no-show count, the average review score with any complaint that came up more than once, and three specific things to change this week.
You create a free account first (an email address is all it takes, no card). Your message is kept and sent the moment you are in.
What it costs compared with the platforms
| What you pay for | Platform route (published prices, October 2026) | Agent route |
|---|---|---|
| Bookings | ResDiary from £109 a month plus VAT and a £99 set-up fee; OpenTable monthly plan plus per-cover fees | Booking page on your own domain on Jobbit Go, £7 a month |
| Delivery | Uber Eats 30% commission on delivery orders, 13% for self-delivery or collection, £650 plus VAT activation; Deliveroo does not publish its rate | A collection and delivery order page on your own site, no commission, your own drivers or a self-delivery plan |
| Review replies, social, costings, rota, allergens, digest | Your evenings, or an agency retainer | Included in the same chat on the free plan, 100 credits a day |
The platforms earn their fees when they bring you customers you would not have had. For the regulars who already know you, your own booking and ordering pages keep the margin.
How an AI agent differs from asking ChatGPT
ChatGPT, Claude, Gemini, Microsoft Copilot, Manus and Meta's Muse will all write a review reply or a caption. Jobbit adds the parts a restaurant needs around the writing:
- It builds and hosts the menu page, the booking page and the order page on your own domain.
- It keeps your files: menu, recipes, costings, staff list and tone, in a project, so every job starts from what it already knows.
- It does the maths on costings, rotas and the weekly digest from your exports, with the spreadsheet kept up to date.
- It runs on a schedule: the Monday digest and the reminder emails happen without you.
- It hands off to people from the network when you want a photographer for the new menu or a designer for the signage, briefed and paid through the same place.
What stays human
The agent does not cook, serve, or check the fridge temperatures. It does not replace the food hygiene rating inspection (run by the FSA with local authorities, 0 to 5, with display compulsory in Wales and Northern Ireland), and it should not reply to a serious complaint without you reading it first. Use it for the drafting, the building and the numbers, and keep your name on the decisions.
Your first week
- Monday. Paste the reviews and your two best past replies. Approve the replies. Send the agent a photo of the menu and ask for the menu page and the QR code.
- Tuesday. Attach the supplier invoices and recipes for the costings. Reprice three dishes.
- Wednesday. Ten phone photos in, seven posts out. Schedule them.
- Thursday. Build the booking page with the reminder and the deposit rule. Test it with your own number.
- Friday. Ask for the allergen matrix and the tips policy. Print both for the pass.
- Monday after. Export the till and the bookings and ask for the first weekly digest.
Hand over the first job on the free plan: 100 credits a day, no card, the menu and booking pages on your own domain when you are ready.
Open JobbitRead next
- 12 jobs an AI agent can do for your business this week: the general version of this list.
- How to reply to a bad review: seven templates that win the next customer.
- How to make a free QR code that never expires: the menu, the counter and the review card.
Frequently asked questions
How can a small restaurant use AI?
Start with the admin that happens after service: review replies, the menu page, social posts, dish costings and the rota. An AI agent on Jobbit does those from your own files and photos, builds the menu and booking pages, and keeps the costings up to date, on a free plan with 100 credits a day.
Can an AI agent take restaurant bookings?
Yes. It builds a booking page on your own domain with confirmations, a reminder the day before and an optional deposit for larger parties, which are the three things that cut no-shows. Hosting it on your own domain needs the Go plan at £7 a month, against £109 a month plus VAT for ResDiary's entry plan.
Should I let AI reply to my Google reviews?
Let it draft, and read before you post. BrightLocal's 2026 survey found 89% of consumers expect owners to reply and half are put off by generic replies, so give the agent your past replies as a guide and ask for specifics from each review. Serious complaints deserve your own words.
Can AI work out my food costs?
Yes, from your supplier invoices and recipes. The agent costs each dish, shows the gross profit percentage, flags the dishes below your target and suggests the price or portion change, then keeps the spreadsheet updated as invoices arrive.
Does my restaurant need a written tips policy?
If tips are paid more than occasionally, yes, under the Employment (Allocation of Tips) Act 2023 and its code of practice in force since 1 October 2024, with records kept for three years. The agent drafts the policy and the record sheet from your rules; have it checked if your arrangements are unusual.
Do I have to show calories or allergens on a QR menu?
Allergen information on the 14 allergens is required for every food business, in writing or verbally with a sign saying where to ask. Calorie labelling in England applies only to businesses with 250 or more employees. The agent builds both the allergen matrix and the menu page from your recipes.
What is the best AI for a cafe or pub?
One that does the jobs rather than only the writing: builds the menu and booking pages, keeps your costings and rota, and remembers your tone. ChatGPT and the other assistants draft well; an agent on Jobbit drafts, builds, hosts and repeats the job every week.