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The Weekly Grind: AI & Tech News for Cafe Owners - 12 October 2026

Ed O'Brien12 October 202626 min read
A blue coffee cup next to a folded newspaper on a cafe counter - The Weekly Grind series image

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.

Eighteen days to 30 October, and this week's lead is the order that makes that date law. Last month we said the duty to stop customers harassing your staff rested on a government timeline and not yet on an instrument; on 1 October a minister signed one, and from 30 October a member of staff can bring a claim against you if a customer, supplier or delivery driver harasses them, either sexually or in connection with a protected characteristic such as race, sex or disability, and you had not taken all reasonable steps to prevent it. On Saturday the Food Standards Agency told caterers to withdraw eggs from one Ukrainian producer after Salmonella was found in them, with a warning that they may have been repacked under a UK packer's name, so check the stamp on the shell, not the box. Blank Street, the coffee chain known for its automatic espresso machines, filed its UK accounts on Tuesday, and the note on staff costs, which none of the coverage we read picked up, shows the wage bill rising as a share of turnover. And two surveys on Thursday measured AI from either side of the counter: a hospitality tech firm's survey says almost one in five people already ask an AI where to eat and drink, and that they ask about prices more often than opening hours, while the Office for National Statistics' own survey finds seven in ten hospitality businesses saying they use no AI at all.


The Order Was Made on 1 October: From 30 October a Member of Staff Can Claim Against You When a Customer Harasses Them and You Had Not Taken "All Reasonable Steps" - There Is No Small-Employer Exemption, but What It Covers Is Harassment, Not Rudeness

On Thursday 1 October a business minister, Sonny Leong, signed The Employment Rights Act 2025 (Commencement No. 6 and Transitional and Saving Provisions) Regulations 2026, statutory instrument 2026 No. 1065. Its third regulation lists the provisions that "come into force on 30th October 2026", starting with "section 20 (employers to take all reasonable steps to prevent sexual harassment)" and "section 21 (harassment by third parties)", plus section 22, a power for ministers to say more about what reasonable steps are for sexual harassment. Section 21 is the one that reaches the counter. The section as enacted inserts new wording into the Equality Act 2010: "An employer (A) must not permit a third party to harass a person (B) who is an employee of A." It then defines "permit" narrowly: the employer permits it only if "the third party harasses B in the course of B's employment by A" and "A failed to take all reasonable steps to prevent the third party from doing so." A third party is anyone who is not the employer or one of its employees, so customers, suppliers, delivery drivers and contractors are all in. The section extends to England, Wales and Scotland, not Northern Ireland.

Because the new wording sits inside the Equality Act's general harassment section, it is not only about sexual harassment. Harriet Hutchinson of the law firm Birketts, writing in Food Manufacture on 6 October, puts the scope plainly: "the new provisions apply not just to sexual harassment but to harassment relating to all relevant protected characteristics; age, disability, gender reassignment, race, religion or belief, sex and sexual orientation." And she says one incident can be enough: "It need not be a campaign of conduct; a one-off incident may amount to harassment. ... employers could potentially face liability arising from a single incident of third-party harassment." The law firm BDBF, writing on 30 September, sets out what the Equality and Human Rights Commission's guidance says about reasonableness: it depends on "the employer's size and resources; the sector it operates in; the working environment; particular risks present in the workplace; and the likelihood of workers coming into contact with third parties". That guidance was written for the duty to prevent sexual harassment, but it is the nearest thing there is to a yardstick. BDBF also notes a cost that already exists and gets sharper from 30 October, when that duty becomes one to take all reasonable steps: where a tribunal finds a member of staff was sexually harassed and the employer breached the duty, "it may award an uplift to the compensation award. Any uplift must correlate to the extent of the employer's breach but may not exceed 25%." That uplift applies to sexual harassment claims only, not to every third-party claim. The firm adds that the Equality and Human Rights Commission's guidance "is due to be updated again to reflect the upgrade to the duty coming into force on 30 October 2026"; at the time of writing it has not been. No regulations have yet been made under section 22.

The same order brings in a second change on the same date, and it has a size line. From 30 October trade unions get a right to access workplaces, and Lewis Silkin's July summary says "Only businesses with fewer than 21 workers will be exempt from access. This includes workers employed by group and associated companies (rather than being assessed on a workplace or entity-specific basis)." A related duty has slipped. Employers were due to give staff a written statement of their right to join a union from October; the same firm reported on 25 September that it now starts in January 2027, and "All employers will have to comply; there will be no exemption for small employers. ... Employers will have to give the statement to all new workers who start from that date and to all existing workers by 5 April 2027." Another law firm, VWV, reports that the government expects it to start "between December 2026 and January 2027", so treat January as expected rather than fixed.

What this means for you: In September we said that "the date is a plan, not yet an instrument", in the edition that covered the tribunal time limits. It is an instrument now, and it has no small-employer exemption. Two things keep it in proportion. It catches harassment related to a protected characteristic, or of a sexual nature; a customer who is rude about a cold latte is not what it is about. And "all reasonable steps" is judged against a cafe's own size, so the standard for a one-site cafe is a short routine you can show you followed, not an HR department. Our Employment Rights Act explainer already has the steps: a policy, backing staff who refuse service, training, a way to report it and banning repeat offenders. We have not repeated them here. What this week adds is the evidence, because a claim turns on whether you can show you took the steps. Write the policy on one page and name customers, suppliers and delivery drivers in it. Put one line where customers can see it, on a sign or the bottom of the menu, saying how you expect your team to be treated. Brief the team for five minutes before 30 October, tell them that they can refuse service and that the person in charge of the shift will back them, and write down the date and who was there. And when something happens, note it the same day: who, what was said or done, who saw it and what you did. It is the same logic as our accident book guide, which explains "why the note you write on the day is your only defence later." On the union side, most single cafes have fewer than 21 workers, but the count is of workers, casuals included, across linked companies, so a busy single site with a big weekend team, or any two- or three-site business, should do the count rather than assume. The written statement, expected in January, applies to everyone, however small: plan it as one more page in the new-starter pack, plus a copy for everyone already on the team by 5 April 2027.

Read the commencement order on legislation.gov.uk ->

Read Birketts' analysis in Food Manufacture ->


The FSA Wants Every Egg Stamped 3UA1012066 Out of Catering Kitchens - They Come From One Ukrainian Producer, They May Have Been Repacked Under a UK Packer's Name, and They Are Not the Strain Behind the Outbreak, Which Now Stands at 428 Cases in Its Main Cluster

On Saturday 10 October the Food Standards Agency said it "has issued a Food Alert for Action to businesses, including caterers, manufacturers, wholesalers and consumers, as ongoing investigations found that eggs from one Ukrainian food business were contaminated with Salmonella Enteritidis." The eggs are mostly a catering product: "While most eggs are used within the catering supply chain, some eggs may be available for retail sale in small shops. These eggs are not sold in large retailers like supermarkets." The FSA's Jacquelyn McCormick said the issue "relates specifically to eggs from one business in Ukraine, which are primarily supplied through wholesalers and the catering supply chain". The Food Alert itself names the business and the stamp: "shell eggs originating from Yasensvit Ltd, Ukraine, stamped with the code 3UA1012066", all pack sizes and all best-before dates. It covers England, Wales and Northern Ireland, and Food Standards Scotland issued its own warning the same day.

The line in the alert that changes what you check is about the box. "It is possible eggs with this code originating from Yasensvit Ltd, Kyiv, Ukraine, may have been repacked by other businesses in the UK and have different business details and packing centre codes detailed on the outer packaging. Businesses are advised to immediately stop using or selling eggs with the stamp 3UA1012066, undertake product withdrawals, and where there have been retail sales, to undertake product recalls. If you have been supplied with these eggs, dispose of them safely. These eggs should not be diverted to further processing."

Keep this separate from the outbreak we reported in August, because the FSA does. Whole genome sequencing "showed that the strain did not match the outbreak strains currently under investigation. However, the strain from the eggs was linked to 36 cases of Salmonella infection reported in England in 2026." The outbreak itself has grown and slowed. In August we reported 207 cases in the main cluster. UKHSA's week 40 release, published on Thursday with data to 6 October, puts the same cluster at 428 cases, "an increase of 15 cases since last week's report", with one death; two related clusters it now reports alongside add 194 and 44 cases and a second death. UKHSA says the three "could all be associated with imported eggs and are therefore being investigated in parallel", and its 17 September update said "Cases continue to be associated with eating at a range of food outlets, including small cafés, restaurants and takeaway businesses." The outbreak's source has still not been confirmed, and it is not the eggs recalled on Saturday.

What this means for you: In August we wrote "This is reporting, not a reason to take the eggs Benedict off", and the FSA has still not told caterers to stop serving eggs. It has told them to stop using one stamp. So before service on Monday, open every tray in the building and read the stamp on the shell, not the box, because the alert says a UK packer's name on the outer packaging does not rule these eggs out. If you find any, stop using them, bin them safely rather than putting them into a bake, ring the wholesaler for a credit note, and write down what you found, how many and when. If you find none, write that down too, and ask your wholesaler in writing which country its catering eggs come from. Add the shell to the back-door check on deliveries while this is live: "Sixty seconds, back door, pen in hand." A dated note of a recall check is exactly what our hygiene rating guide means by the part of the score inspectors call "confidence in management". Then the standing advice, which has not changed: the FSA says infants, young children, pregnant people and older adults "should continue to only eat raw or lightly cooked eggs if they carry the British Lion mark or are produced under the Laid in Britain scheme." If your poached eggs and hollandaise use catering eggs without either mark, cost the switch per plate on your two best-selling egg dishes, and cost pasteurised egg for the hollandaise alongside it, because, as our brunch margins post puts it, "cocoa touched a handful of lines and eggs touch nearly all of them". Then it is a decision with a number on it, not a guess. UKHSA's next count is due on Thursday 15 October.

Read the FSA's announcement ->

Read the Food Alert for Action ->


Blank Street's UK Accounts Show Turnover Up 71% to £58.9m and, on Our Arithmetic, Staff Costs Up From 35.2% to 36.7% of It Like for Like - and the Chain Known for Automatic Espresso Says More Kit Is for "Beverage Throughput", So Baristas Can Focus on Hospitality

On Tuesday 6 October Blank Street UK Limited filed its accounts for 2025 at Companies House. The headline is the one the trade press ran: "Turnover grew 70.7% to £58.9 million and operating profit almost trebled to £4.6 million. Profit before taxation was £3.2 million (2024: loss of £0.1 million)." It ended the year with 50 UK stores, up from 38, "part of a wider group of 95 stores across the United States and the UK", and says "matcha remained its fastest-growing beverage category in 2025 ... which supported trade in the afternoon day-part and average transaction values". Two cautions on the profit line come from the accounts themselves. The company adopted new lease accounting early, and says "Operating profit, EBITDA and fixed assets for 2025 are therefore not directly comparable with 2024", so "almost trebled" overstates the like-for-like rise. And the 2024 figures are for the UK company alone, after it sold another business in April 2025.

The part none of the coverage we read picked up is note 5. Average headcount rose from 448 to 717, of whom 632 worked front of house (2024: 401) and 85 in administration (2024: 47). Staff costs rose from £12.1m to £22.1m: wages of £19.4m, employer National Insurance of £2.0m, pensions of £0.3m, and £0.5m of share-based pay, which the company recognises for the first time this year, having previously left it out "on the grounds of materiality". On our arithmetic that is 37.5% of turnover against 35.2% in 2024, or 36.7% like for like once the share-based pay is left out. Turnover per head rose about 7%, staff cost per head about 14%, or about 11% leaving out the share-based pay, and employer National Insurance went from 7.7% of wages to 10.2%. Those totals include head office, which nearly doubled, and the accounts do not split store pay from head-office pay, so the shop-floor share is lower than 36.7%. The direction is the point. The accounts name "Labour availability and cost" as a principal risk, "in a competitive labour market with rising statutory wage costs", and under future plans they describe "Further investment in store operations and equipment to increase beverage throughput, allowing baristas to focus on hospitality". Blank Street is widely reported to make its coffee on automatic Eversys machines; a UK 2.0 newsletter in August said the chain "relies instead on $50,000 Eversys espresso machines" rather than a dedicated barista. The accounts never mention the machines, and where they say what the equipment spending is for, they call the people behind the counter baristas. For scale, the Guardian reported on 4 October that Costa Ltd, the company behind Costa's UK coffee shops, made "an operating profit of £20m" on revenue of "almost £1.3bn". On our arithmetic that is about 1.5p in the pound, against about 7.7p for Blank Street, with the accounts' own caution that Blank Street's operating profit is flattered by the new lease accounting.

What this means for you: Whatever is on the counter, the wage bill did not shrink as a share of takings. A 50-store chain that leans on automatic espresso still spends more than a third of its takings on people, and a bigger share than the year before. Our wage benchmarks open with the line that "If wages eat more than a third of your takings, you don't have a profitable café - you have a job that pays you last." Read as a single coffee-led takeaway, Blank Street would sit in the guide's 'bleeding' column at 35% and above; read as what it is, a multi-site business with a head office, it is in the 'tight but workable' band of 34% to 38%. Either way it makes money, because of the other half of the sum. Cost of sales was £16.9m, a 71% gross margin, so on our arithmetic its prime cost, food plus labour over turnover, was about 65% to 66%. Our prime cost guide puts a multi-site business at 56% to 69%, and makes the point that the same figure reads differently depending on rent: "A 66% prime cost is excellent on a 6% rent and right on the edge at 16%". A high wage share is survivable only next to a margin like that, and our margins post has the warning the other way round: "You can have a 70% gross margin and still lose money." So read your own wage percentage and your gross margin together, not separately. Then two practical points. Employer NI going from 7.7% to 10.2% of wages in one year, with only nine months of it at the new rate, is consistent with the April 2025 change turning up in a real set of accounts, and whatever next April's minimum wage decision brings lands on top of it; our minimum wage 2027 calculator will put a number on yours. And if you are being sold an automatic machine or an auto-tamper this autumn on the promise of fewer staff, look at what the chain best known for them says its equipment spending is for: throughput, so baristas can do the hospitality. Before you buy, count the drinks in your busiest hour and ask whether the queue is waiting on the grinder or on the till and the hand-off. If it is the till, the machine will not fix it. And an indie making 5p or 10p in the pound is not doing badly next to Costa's 1.5p, even allowing for the fact that, for most indies, that margin is also the owner's pay.

Read Blank Street UK's filing history at Companies House ->

Read the Guardian's report on Costa's accounts ->


Almost One in Five People in a Hospitality Tech Firm's Survey Already Ask an AI Where to Eat and Drink - and 43% of Them Ask What It Costs, Against 35% Who Ask About Opening Hours

On Thursday 8 October Restaurant Online and the Morning Advertiser covered the latest GO Technology report from Zonal, the hospitality till and software company, "produced in partnership with NIQ, which surveyed more than 5,000 British consumers." The headline: "19% of consumers are using AI tools to plan visits to pubs, bars and restaurants, with a further 50% considering using the technology as part of their decision-making." Zonal's own summary breaks down what those users ask: "Almost half (45%) use it to seek reviews and ratings of a venue ... 43% said they use it to understand the average prices of food or drinks", "38% use it to view menus ... 35% use it to look up a venue's opening times ... Just over a quarter (28%) use it to search for deals and discounts." Use is higher among the young and in the capital: "over a third (34%) of Gen Z", and around four in ten Londoners against 16% elsewhere (Zonal says 40%, both trade titles 39%). The old routes still lead. "Recommendations from friends and family are used by 47% of consumers when deciding where to visit, followed by online reviews at 32% and venue websites at 25%." Karl Chessell of NIQ named the catch: "it brings with it some major challenges, including of how to ensure that outputs deliver accurate information, prioritise the right things and protect the reputation of the brand."

Read it with its limits. It is a survey commissioned by a company that sells hospitality technology, it covers pubs, bars and restaurants with cafes not split out, and none of the coverage we read publishes fieldwork dates or question wording. "Using AI" could mean once. Nor does it sit neatly beside a 2025 survey by Reputation and CGA by NIQ, which found that "One quarter (26%) of 755 consumers surveyed now use them to learn more about a venue", meaning AI tools like ChatGPT. That is higher than Zonal's 19%, which is more likely down to the different partner, question and sample than to a fall. What makes Zonal's report useful is the ranking of questions, not the 19%. In a separate change, Google updated the advertising section of its Maps content policy, reported on 6 October, so that in the listing itself, "Promotional or commercial content that contains any of the following" is not allowed: "Time-bound promotions, pricing, or direct calls-to-action", while "Offers and updates that may be seen as promotional or commercial content are otherwise permitted in posts."

What this means for you: The last listing job this column gave you was about hours. Two weeks ago it was getting winter hours right before the clocks go back on 25 October, and "Update your own website's hours on the same day you update the profile, too." That still stands. But on Zonal's figures the people asking an AI about a venue ask what it costs more often than when it is open, and ask for the menu about as often as for the hours, and the answer they get is only as good as what the AI can read. So spend fifteen minutes this week asking about yourself. Ask ChatGPT, and Google's AI summary at the top of a search, what your cafe charges for a coffee and what is on the menu, by name and town, and write down what comes back wrong. Then make sure your own website has the menu as text with current prices that match the till; a photo of the chalkboard or a PDF is harder for anything to read reliably. Our price rise guide already has the rule that "A customer who sees £4 on the chalkboard, £3.80 on Google and £4.20 on Deliveroo concludes you don't know what you're doing", and we have added your website menu to its checklist. Keep prices and offers out of your Google business name and description, and put offers in Posts, which the policy permits. Reviews and ratings were the commonest thing people asked about, at 45%, so the twenty-minute Monday routine for replying to them is part of the same job. In June we warned that an AI agent rewriting your website from stale data "will confidently publish the wrong prices, the wrong opening hours, and last summer's menu", and an AI answering a customer has the same problem. Zonal's list is the first UK figure we have seen on what those people ask.

Read Zonal's summary of the GO Technology report ->

Read Restaurant Online's report ->


The ONS Says 3 in 10 UK Businesses Now Use AI - Among Cafes, Restaurants and Hotels It Is Nearer One in Five on Our Arithmetic, Seven in Ten Say Outright They Use None, and the Commonest Uses Are Making Pictures and Writing Text

On Thursday 8 October the Office for National Statistics published its latest Business Insights and Conditions Survey bulletin, from a survey that ran from 21 September to 4 October. Once a quarter it asks about AI, and this quarter's answer: "In September 2026, 3 in 10 (30%) businesses reported use of at least one type of AI technology. This proportion was broadly stable with June 2026, but has risen 20 percentage points since the question was introduced in September 2023 (9%)." Small firms are close to the average: "only 29% of businesses with fewer than 10 employees reported using AI technologies." Among firms with ten or more staff, "The most frequently used AI technologies ... were text generation using large language models (21%) and visual content creation (19%)". On jobs, "of businesses with 10 or more employees that were currently using AI, 6% reported reduced headcount as a result. Fewer than 1% reported that their headcount had increased", and 38% of them said admin and clerical roles were the most affected. Those are economy-wide figures. The ONS describes the series as "official statistics in development" and advises "caution when using the data".

The bulletin does not give a single figure for hospitality, but the dataset behind it does. For accommodation and food service businesses, 70.7% said they do not use AI and 11.4% were not sure, which on our arithmetic leaves about 18% using it. That is the same method that reproduces the ONS's own 30% headline for all businesses. The commonest uses were visual content creation, at 10.3%, and text generation, at 8.9%. Asked what had held them back from AI over the last three months, 26.2% of hospitality businesses said they had not tried to use it, 41.2% said nothing had held them back, and only 6% named cost. Three cautions. The hospitality series moves about from quarter to quarter: on the same arithmetic it was about 21% in June and about 13% a year ago, and the ONS's confidence ranges for the 'do not use' answer overlap across all three readings, so this is a level, not a trend. Even the level is approximate: the ONS's range for the seven in ten runs from about six in ten to about eight in ten. And for services, including hospitality, the survey's sample covers Great Britain rather than the whole UK. One more line from the same bulletin: 91% of accommodation and food businesses said they were concerned about energy prices, "the highest proportion of businesses expressing concern" of any industry.

What this means for you: This is the official count, and it puts AI use lower than the industry figures we have quoted. Our AI guide opened in April with The Caterer's finding that "One in three hospitality businesses still don't use any AI tools at all"; on the ONS's figures it is nearer seven in ten who say outright they use none, and we have added a dated note to the guide. It is also the counterweight to the vendor surveys this column has covered, like the US till company survey in September in which "87% of small operators say they are comfortable with AI". So if you have not started, you are in the majority, not behind it. And the hospitality businesses that have started mostly use it for pictures and words, not robots or agents. That makes the realistic first use the dull one: social posts, menu descriptions, a first draft of an email or a policy, judged by our guide's test, "Will this save me time or money this month?" The one caution that comes with the commonest use is the August story about AI food photos on delivery apps, where a food photographer drew the line: "The problem is when the image depicts a specific dish the customer is being asked to buy, and that dish was never cooked." On jobs, the economy-wide answer, from firms with ten or more staff, is that few AI-using firms have cut staff, and the roles most affected are in the office, not behind the counter.

Read the ONS bulletin ->

Download the dataset behind it ->


The Brikly Take

Five stories, and in each the useful thing was the primary document rather than what was said about it. The harassment duty was a date on a timeline until a minister signed the order. The egg alert's warning is that the box can say one thing and the shell another. Blank Street's profit headline was in the trade coverage we read; its wage bill was in note 5. Zonal's 19% is a vendor number with no fieldwork dates, but the list of what people ask is worth acting on. And the ONS count is lower than the figures the industry has been quoting, including ours, so we have added a dated note to our guide. None of the five needed a new tool to act on. They needed someone to read one more page.

Eighteen days to 30 October. Read the stamp on the shell, then write the briefing date in the diary.


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.