The Weekly Grind: AI & Tech News for Cafe Owners - 26 October 2026

Every week, we round up the most interesting AI and technology news that matters for independent cafe and coffee shop owners. No jargon, no hype - just what you need to know and why it matters for your business.
Two days to the Budget, and the lead is the one reported measure built for a small cafe. LBC reports, and the Morning Advertiser repeats, that the Chancellor is expected to raise the point at which small businesses in England start paying business rates from £12,000 to £18,000, and the reports put about 1,600 cafes among the properties that would pay nothing. It is a leak, the Treasury will not comment on it, and if today's one-property rule carries over, that rule would still decide who gets it. The same week, September's 3.5% inflation figure set the basis for the rise in the rates multiplier in April 2027, unless the Budget overrides it. On Thursday the government moved the dates in its Employment Rights Act timeline: the zero-hours reforms no longer have one, the tipping changes are listed for 1 January, and fire and rehire moves to March. The date that did not move, six-month unfair dismissal protection on 1 January, comes with a catch on notice that, a law firm says, brings the probation decision forward to five months at the latest. A coroner has found that a failure to control allergen contamination at a London cafe caused the death of a 12-year-old girl, after her milkshake was made in a blender that had not been washed since a hazelnut one, and her family want a separate allergy rating, like the hygiene rating. Google is testing a box of official links at the top of its AI answers, and its help page now says the Gemini web app's link to your Business Profile works wherever that app is supported, unless you manage more than one profile, though it does not name the UK. And consumer confidence fell 11 points in October, the same week NIQ reported the best sales growth of the year so far for Britain's leading managed hospitality groups, 2.7% and still just below inflation.
The Reported Budget Plan Lifts the Point Where Small Firms Start Paying Rates From £12,000 to £18,000 - About 1,600 Cafes in England Would Pay Nothing, According to Reports, and Today's Rule Favours a Business With One Property
Three weeks ago we reported that the Chancellor, John Healey, was weighing a rise in the £12,000 threshold for 100% small business rate relief in England, with an inflation-linked figure of about £17,096 in the air. The number has moved. On Sunday 18 October LBC reported that "The Chancellor is expected to raise the threshold in his October 28 budget for when companies start paying business rates from £12,000 to £18,000", that the policy "will be rolled out first across England", and that it "is expected to spare 75,000 properties", among them "Some 40,000 shops, over 2,500 pubs, 2,000 salons, and 1,600 cafes, as well as 1,600 village halls". The Evening Standard's Budget round-up, carried by AOL, attributes the £18,000 to The Sunday Times. The next day the Morning Advertiser called it the "rateable value threshold" and gave the count as "approximately 2,600 pubs, 2,500 restaurants and 1,600 cafés in England", "According to reports". LBC adds that the Prime Minister, Andy Burnham, "has floated the idea of eventually raising the threshold for business rates to £21,000 over time".
It is a leak, not a policy. The Treasury told the Morning Advertiser: "As has always been the case, decisions on tax are a matter for the Chancellor to set out at fiscal events, rather than routinely commenting on rumour, speculation or proposals." None of the reports we read says how a cafe was counted in the 1,600. Only one says what would happen just above £18,000: Professional Beauty, a trade title for salons, writes that "it is understood" relief would taper between £18,000 and £21,000. So do not plan on a taper until the Budget documents show one. Most of the pub operators the Morning Advertiser asked said it would do little for them, for a reason worth reading the right way round. "It makes no difference at all to any of our businesses. It simply helps very small businesses avoid paying rates," said Tim Bird of Cheshire Cat Pubs and Bars. A very small business is exactly who it is for.
Here is the rule it would change, from GOV.UK: "You will not pay business rates on a property with a rateable value of £12,000 or less, if that's the only property your business uses", and "For properties with a rateable value of £12,001 to £15,000, the rate of relief will go down gradually from 100% to 0%." Above that, a cafe in England with a rateable value under £51,000 pays on the small business retail, hospitality and leisure multiplier, 38.2p in the pound this year. That multiplier is the other half of Wednesday. On 21 October the ONS reported that consumer prices rose 3.5% in the 12 months to September, and, in the words of Alex Probyn of the tax firm Ryan, "September's inflation figure sets the basis" for next April's rise. The government's explainer says "In between revaluations, the national multipliers uprate by CPI every financial year, as set out in legislation", and "The RHL multipliers will remain 5p below their national equivalents". Ryan, the Morning Advertiser reports, estimates that adds "around £1.1bn to business rates bills across England from April next year unless Chancellor John Healey intervenes at the Autumn Budget", £129m of it on "hospitality, leisure and accommodation premises", which the Morning Advertiser lists as pubs, restaurants, hotels, holiday lets and leisure attractions, so it is not a cafe-only number. On our arithmetic, if the 43.2p national small business multiplier rises by 3.5% and the hospitality rate stays 5p below it, the 38.2p becomes about 39.7p from April 2027.
What this means for you: What the reported plan is worth depends on one number on your rates bill. On our arithmetic, for a cafe in England with one property, on this year's 38.2p and before any transitional relief or the supporting small business relief GOV.UK offers to some who lost relief at the 2026 revaluation:
- Rateable value £11,000. You pay nothing now and would pay nothing after. The plan is worth nothing to you.
- Rateable value £14,000. You get about a third off today, on the taper, and pay about £3,565 a year. If £18,000 becomes the new full-relief point, as we read the reports, you would pay nothing.
- Rateable value £17,000. You get no relief today and pay about £6,495 a year. On the same reading you would pay nothing; under the £17,096 option we reported on 5 October, you would only just have qualified.
- Rateable value £25,000. The threshold does not reach you, but the uprating does: at about 39.7p, your bill goes from £9,550 to about £9,925, roughly £375 more, unless the Budget freezes the multiplier.
If you have two sites, read GOV.UK's exceptions before you count on any of it, assuming they carry over. Take on a second property and you keep relief on your main one for 12 months, or 36 months if you got the second property on or after 27 November 2025, and after that only if "none of your other properties have a rateable value above £2,899" and "the total rateable value of all your properties is less than £20,000 (£28,000 in London)". No report we read says whether that £20,000 moves too. So do three things before Wednesday: find your rateable value on GOV.UK's business rates valuation service, check that the relief you already qualify for is actually on your bill, and note where you sit against £12,000, £15,000 and £18,000. Then read the Budget documents for three numbers: the new threshold, if there is one, whether it tapers and where the taper stops, and the 2027 to 2028 multiplier. Our business rates guide has how this year's multipliers and transitional relief work, and our occupancy cost benchmark shows how to set rent and rates together against your turnover, which is the honest way to judge what any change is worth. If you are in Wales, Scotland or Northern Ireland, none of this applies, because rates are devolved: Wales went its own way in September, with a permanent 30% cut from April 2027 that names cafes.
Read the Morning Advertiser on what operators made of it ->
The Government Moved the Employment Rights Act Dates on 22 October - Guaranteed Hours and Short-Notice Shift Pay for Zero-Hours Staff Now Have No Date, the Tipping Changes Are Listed for 1 January, and a Law Firm Says the Probation Decision Needs Making by Five Months
On Thursday 22 October the government updated its timeline for the Employment Rights Act. Three changes matter to a cafe. The zero-hours reforms no longer have a date: "Timings for the introduction of the right to guaranteed hours, the right to reasonable notice and payment for shifts cancelled or changed at short notice will be updated following the consultation process." Lewis Silkin's tracker notes that the consultation closed on 25 August, and that "Whilst these measures were due to take effect in 2027, the updated timeline no longer lists an expected time". The phrase "strengthening tipping law" is now listed among the measures that "will take effect on 1 January 2027", though the timeline does not say what that covers. Lewis Silkin describes the Act's tipping changes as a duty to consult your staff, or their representatives, before you write your first tips policy and when you review it, plus a review every three years. It says they "were expected to take effect in October 2026, but have now been delayed until January 2027". When we last covered it in September, the government was saying "in late 2026, subject to the Code being approved by Parliament", and the timeline still warns that "All future dates remain subject to parliamentary processes and may change." And fire and rehire protections are now listed for March 2027, which Personnel Today reports "had previously been scheduled for January 2027".
The same day, the government said which shift-pattern changes will count under fire and rehire. Personnel Today reports it will be automatically unfair to dismiss someone in order to change their contractual shift pattern so that they must work "at night (11:00pm to 6:00am) where they were not required to before, or in the daytime where they were not before", or "on a weekend or a weekday where they were not required to before", while "Smaller changes that involve moving an employee's availability window by a few hours in the daytime will not be a restricted variation." A consultation on the revised code of practice closes on 17 December. Some dates did not move. The harassment duty and the trade union access rules start on Friday 30 October, as we covered on 12 October, and the timeline still lists, for 1 January 2027, "reduction of unfair dismissal qualifying period to 6 months, for dismissals from 1 January 2027, and uncapping compensatory awards".
That last one has a catch we had not covered, set out in a note by the law firm Mishcon de Reya in May. First, who it reaches on day one: "Anyone continuously employed on or before 1 July 2026 gets unfair dismissal protection from 1 January 2027." Then the notice point. Once someone has worked for you for a month they are entitled to at least a week's statutory notice, and if you dismiss without giving it, the date used to count their service is the date that notice would have ended, "whether or not the employment contract contains a payment in lieu of notice (PILON) clause and regardless of whether payment in lieu is made". The exception is gross misconduct. So "an employer who dismisses (or pays in lieu) at five months and three weeks will find that the deemed date of termination for calculating unfair dismissal qualifying service falls one week later", past six months. Mishcon's advice is to set probation at "no more than five months without any extension, or to four months, with the option of a one-month extension if needed". That is one law firm's advice, not a rule, and its five-months-and-three-weeks example is approximate, but the mechanism underneath it is the statutory notice rule.
What this means for you: Do not rebuild your rota for guaranteed hours this winter, because nobody knows when the duty starts. The duty itself is law, though, so the audit in our Employment Rights Act guide, looking at each zero-hours person's actual pattern over the last three to six months, is still the right homework; it just has no deadline yet. Tips have a listed date. If you hand out tips in any form, plan over the winter how you would consult the team on your tips policy, because 1 January is the date on the timeline even if it is not yet firm, and our tips guide has what the Act already requires today, which has not changed.
The probation point is the one to act on this month. Anyone who started on or before 1 July is protected from 1 January. For anyone you take on from now, check that your contract's probation period is no longer than five months, and treat month five, not month six, as the decision point. Someone hired on 1 November 2026, for example, passes six months on 1 May 2027, and a dismissal on notice at the end of April may already be too late. Our guide says "Start documenting from day one", and that still holds; what moves is the date you decide by. Written check-ins at one, three and five months make that decision fair whichever way it goes. The fire and rehire rules matter only if you change a contracted shift pattern by dismissing someone and re-engaging them. If you were planning to move a weekday team member onto weekends by giving notice and offering a new contract, that is set to become automatically unfair from March 2027, unless the business is in severe financial difficulty. And whichever way a probation decision goes, our staff turnover guide has what it costs to replace someone, which is the price of getting it wrong.
Read the government's timeline update ->
Read Mishcon de Reya on the five-month point ->
A Coroner Has Found That a Failure to Control Allergen Contamination Caused a 12-Year-Old's Death at a London Cafe, Where Her Milkshake Was Made in a Blender Not Washed Since a Hazelnut One - Her Family Want a Separate Allergy Rating, Like the Hygiene Rating
The inquest into the death of Mia Shay St Hilaire, aged 12, from Sydenham, was held at London Inner South Coroner's Court from Monday 5 October and concluded on Thursday 8 October. Mia had a well-established tree nut allergy and had previously had anaphylaxis after exposure to hazelnuts. On 25 August 2023 she ordered a Twix milkshake at Pop Inn cafe in Bermondsey. The assistant coroner, Briony Ballard, said Mia had consumed some of a Twix milkshake "which had been cross-contaminated with hazelnut residue from a Kinder Bueno milkshake previously prepared in the same unwashed blender", according to the family's solicitors, Leigh Day. She collapsed at her aunt's home and died in hospital a few days later. London Now reports that the Kinder Bueno shake had been made 25 minutes earlier, and that the coroner said: "I'm satisfied on the balance of probabilities that a failure to control allergen contamination at the cafe caused Mia's death." London Now also reports that the coroner found "failures and missed opportunities" in Mia's allergy management before her death, including the loss of specialist follow-up care and the prescription of a lower-dose adrenaline pen than she should have been carrying, but that she concluded they did not cause or contribute to her death: the expert evidence did not establish, on the balance of probabilities, that a timely dose of adrenaline or a higher-strength injector would have prevented it.
The cafe's operator had already been prosecuted. Southwark Council's release says he was fined £18,000 and given a 100-hour community order at Croydon Magistrates' Court on 24 January 2025, after pleading guilty to six charges, which "included not making allergen advice available or visible to consumers, failing to manage allergen contamination during the food production process, and serving food that contained an allergenic ingredient that was not supposed to be present". The council says CCTV showed the blender had not been cleaned before Mia's milkshake was made, and its then cabinet member for community safety and neighbourhoods, Cllr Natasha Ennin, said in January 2025: "This might have been avoided if the operator of the café had followed simple food safety rules". The family's statement after the inquest also points at the local authority, which it does not name: "If the local authority had ensured that the cafe's allergy management responsibilities had been properly understood, and put into practice, we believe Mia would still be alive today." We have not seen a council response to that statement.
After the inquest, Mia's parents, Adrian St Hilaire and Chanel Spence, said: "Consumers rely on food hygiene ratings when deciding where it is safe to eat, but they do not tell us anything about the way a food business runs allergy management systems. There should be a separate, clearly displayed rating dedicated to allergy management, like the food hygiene rating." They are asking for four things: a single, clear allergy management framework for businesses, a dedicated allergy safety rating for consumers, better guidance and training for council inspectors, and more support for businesses to train their staff. London Now reports that the coroner will issue a Prevention of Future Deaths report to the Food Standards Agency, Southwark Council and the cafe, and that she was concerned by the way allergy responsibilities are divided between food hygiene inspections and food standards inspections, which risks weak allergy controls being overlooked. As far as we can see, the rating is the family's campaign, not a government or FSA proposal. The FSA comment the BBC quotes does not mention one. Its director of food policy, Rebecca Sudworth, said her "deepest sympathies" were with Mia's family, and added: "We recently produced new guidance for businesses to make sure they understand their responsibilities to inform consumers about allergens, including the risk of cross-contact, and we are keeping this policy under review. We also have free allergy training and practical tools that businesses can use." Tanya Ednan-Laperouse, founder of Natasha's Foundation, whose daughter Natasha died of a food allergy, said: "Everyone has a responsibility to keep people with food allergies safe - families, schools, workplaces, cafes and restaurants, regulators and government."
What this means for you: Two routines, and neither needs new software or a big spend. The first is the jug. Our milkshake and frappe guide says "the blender has to be rinsed between every single order" and costs that rinse as labour; this inquest is the reason it is also your allergen control, and in our view a quick rinse is not enough after anything containing nuts. Our suggestion for a rule on the wall by the blender: after any drink containing nuts, a nut butter, a nut syrup, a nut milk or a chocolate bar with nuts in it, the jug, lid and blade get a full wash, not a rinse. Any drink for a customer who has declared an allergy goes in a freshly washed jug, or in a separate jug kept only for allergy orders. The same goes for the spoons, scoops and milk jugs that move between drinks, and the FSA's allergen guidance for food businesses is the place to check your own procedure. The second is the question. Ask every customer ordering a blended drink whether anyone it is for has an allergy, because a shared jug carries the last order into the next, which is what happened to Mia. Our allergen matrix guide has the answer to train: "The safe answer is 'let me check'", and a warning that applies directly: "If your matrix doesn't reflect equipment, it's lying." If the blender is shared, the matrix should say so for every blended drink.
And do not read a five on the door as proof that this is under control. Our hygiene rating guide says a proper ingredient-level matrix is the version inspectors are increasingly looking for, and a current matrix does help, but London Now reports the coroner was concerned that allergy duties are split between hygiene inspections and food standards inspections, so weak controls can be overlooked. Put the blender wash on your closing checklist and your opening one, signed, so it does not depend on who is on the bar.
Read Leigh Day's release on the inquest ->
Read Southwark Council on the prosecution ->
Google Is Testing a Box of "Official" Links at the Top of Its AI Answers, and Its Help Page Now Says Gemini's Link to Your Business Profile Works Wherever the Gemini Web App Is Supported - Unless You Manage More Than One Profile
On Thursday 15 October Google said it is changing how its AI answers in Search, AI Mode and AI Overviews, link out to the web. The part that touches a cafe is a test: "Sometimes, there are only one or two official places on the web to complete a specific task or get the exact info you need. We'll be testing a new display in Search AI experiences to prominently surface these links in a dedicated section at the top of a response, with context about why each link is useful." The post names no countries and no start date, gives no example of a local business, and says nothing about how Google decides which link is official. The AI-generated summary at the top of the same post says "A dedicated section now highlights official websites", but the post itself says testing, and that is the wording to go on.
Five days later, on 20 October, Google announced a "business landing page" in its Gemini assistant: "From this central hub, they can build their brand, analyze finances, understand customer insights, and more." It connects to Google tools "like Google Business Profile, Google Ads, and Google Workspace", and to other apps including Canva, Shopify and Xero, and Google says the page is "beginning to roll out in the coming days globally for all Gemini app users". It gives no price. "Tens of millions of small business owners are using Gemini today" is Google's own figure, and the one restaurant in the post is a single-site burger restaurant and butcher's in New Jersey. The Business Profile connection itself was announced in June, with rollout beginning that month, and that announcement carried a footnote: "Excluding the EEA and UK." Google's help page for the feature does not repeat that exclusion. When we read it on 25 October, it said the feature is "Available wherever the Gemini web app is supported", "Only available in the Gemini web app at gemini.google.com", and "Not available to owners or managers who have access to more than one verified Business Profile". It does not name the UK either way, and outside reports quoting an earlier version of the page said the UK was excluded; we have not seen that version. You need to be 18 or over, signed in with a personal Google account rather than a work one, with "Keep activity" switched on, and once connected Gemini can update "your opening hours, contact info and action links", draft replies to reviews and create posts. We have not tried it from a UK account.
What this means for you: Nobody outside Google knows how the official-links section will choose, but whatever it chooses from has to exist somewhere, and your Google Business Profile is a cheap place to check first. Open it and check where the website button goes. A Toronto SEO agency, Digital 6ix, puts the check in two sentences: "If the website button goes to a booking, delivery or directory page, change it to your homepage. Where the profile has separate booking or menu links, use those for the platforms." That is an agency's advice, not Google's, but it costs nothing and keeps your delivery platform and your own site doing different jobs, which is what our delivery commission guide argues for anyway. Then check that your own site states your opening hours, now on winter times, and your menu, in text a machine can read rather than only in a photo. That also helps with the scam we covered in September, whose aim, in the researchers' words, was to make stressed AI users call quickly "instead of checking the company's official website": an official page that states your real details gives a machine, and a customer, something true to find. The defence we set out then, a card of real support numbers by the till, still stands. While you are in the dashboard, do the review round in our reviews routine, which starts with the same step: "Open your Google Business Profile dashboard." If you run one site and want to try Gemini for drafting review replies, read every draft before it posts, and check any change it makes to your hours or links the same day. If you run two sites, the help page says the feature is not for you yet. It is the same habit we applied to Meta's agent on 5 October, which was US and Canada only: read the availability line before the launch post.
Read Google's post on official links ->
Read Google's help page for Gemini and Business Profile ->
Consumer Confidence Fell 11 Points to -24 in October, a Drop GfK Last Saw After the Brexit Vote - the Same Week NIQ Reported Managed Hospitality Groups' Best Sales Growth of 2026 So Far, Still Just Below Inflation
On Friday 23 October GfK reported that its Consumer Confidence Index fell 11 points to -24 in October, and that "All measures decreased" (the Savings Index, which sits outside the score, rose one point to +28). Its consumer insights director, Neil Bellamy, said: "There has been an extraordinary collapse in consumer confidence in October, down 11 points to -24. The last time we saw an 11-point drop was in July 2016, following the Brexit vote. In recent years, only the onset of the COVID pandemic saw a larger fall (down 25 points)." He added: "With no single major economic event driving the decline, and with weakness seen across the full spectrum of income, age and gender demographic groups, these are damaging findings given the UK government's priority of economic growth." The biggest falls were in expectations for the economy over the next year, down 14 to -36, and the Major Purchase Index, down 14 to -22, which asks whether now is the right time to buy things "such as furniture or electrical goods". People's view of their own finances over the past year fell seven points to -10. The survey asked 2,003 people aged 16 and over, between 1 and 14 October. In August we noted the index at -14, then its highest for two years.
A day earlier, on 22 October, the NIQ RSM Hospitality Business Tracker said like-for-like sales at "Britain's leading managed groups" were up 2.7% on September 2025, from 0.8% in August, the fifth positive month in a row and the best of 2026. Restaurant groups were up 2.6%, pubs 3.8% and bars down 1.7%. But "September's like-for-like figure remains just below the UK's rate of inflation, and the sector has not achieved real-terms growth since Spring 2025", and NIQ's Karl Chessell said "many groups are still finding it difficult to carve out real-terms sales growth". It covers 117 leading managed groups and reports restaurants, pubs and bars only; there is no cafe category, and these are chains rather than independents. The same week, UKHospitality, the British Beer and Pub Association, the British Institute of Innkeeping and Hospitality Ulster published a member survey, run by CGA by NIQ in October, among businesses "operating more than 9,000 hospitality sites". In it, 74% of respondents saw their electricity bills rise in the last three months. Food and drink cost inflation was the most-cited non-tax concern for the next year, at 88%, with energy prices a close second at 80%, and 80% said the business environment is stifling investment. The joint statement says "strong sales are not the same as healthy profits". It does not say how many businesses answered, and it is a lobbying survey published in the run-up to the Budget.
What this means for you: Keep the three apart. GfK is how 2,003 people felt in the first fortnight of October, before the Budget, and it says nothing about cafes. The tracker is how much more chains' existing sites took in September than a year earlier. The survey is what trade body members say their costs are doing. None of them is your till, and none is a reason on its own to cut a Christmas shift. What the confidence number does change is how much you should lean on hope in the next eight weeks. Last week we asked you to compare September with last September, takings and transactions; this week, carry it on into October, week by week, so you see a change in transactions as it happens rather than at the end of the quarter. If you are on Square, our free category analyser will show whether drinks or food is carrying it. Then plan December off the demand you can actually see: the deposits in your pre-order book, which our Christmas pre-orders guide says to run "as a forecast, not a scramble", and last December's hours from the till, not a mood index. If you are planning a price rise, our pricing guide says not to do it in January, and its method suits a nervous winter: "Move two or three items first, watch the data, then move more." And on the costs side, the survey's figures are other businesses' bills; yours are on your own invoices, which is where to look before Wednesday.
Read the NIQ RSM tracker for September ->
The Brikly Take
Four of this week's five stories rest on things that are not settled yet, or should not be over-read. The £18,000 is a leak until Wednesday, and the 39.7p is our arithmetic until the Budget confirms or freezes it. The employment story has both kinds: the zero-hours date is a blank, but the six-month rule is settled law with a catch on notice. Google's official-links section is a test with no countries named. And the confidence index is a mood, measured in the first fortnight of October. Each comes with a job you can do now with your own paperwork: a rateable value, a probation clause, a website button, a week of transactions. The blender story is different. The inquest is over and the finding is made. The coroner's report is still to come and the FSA says it is keeping its policy under review, but the part you can act on is on your own bar. A blender rule is cheap, takes a marker pen, and can be on the wall today.
Two days to the Budget. Look up your rateable value today, check the probation clause in your contracts this week, and put a blender wash rule on the wall before the next blended drink is made.
The Weekly Grind is published every Monday by Brikly - modular intelligence tools for independent cafe and coffee shop owners. Got a story we should cover? Get in touch ->
Ed O'Brien has run Hunters Cake Company for 17 years across cafes in Witney, Burford, and a bakery in Carterton, Oxfordshire. He's building Brikly - modular tools that give independent cafe owners the same data the big chains have, without the big chain price tag.