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.

Nine days to the Budget, and this week's lead is the lobby ask whose value to a cafe depends most on your own payroll. Last Wednesday, 14 October, the VAT petition went to Downing Street with more than 400,000 signatures. UKHospitality's other ask, a higher threshold for employer National Insurance, is often put forward as the better lever for small cafes, but what it is worth depends almost entirely on whether your NI bill is already bigger than the £10,500 Employment Allowance, and on our arithmetic that only happens once your pay bill passes £70,000 plus £5,000 for each person on it. That rules out most cafes too small to charge VAT. On 9 October the Environment Agency told the biggest packaging producers it will not normally take enforcement action if they meet 83% of this year's plastic recycling obligation, in a year when, the government says, there are not enough recycling certificates to go round, and the confirmed packaging fees for 2026 to 2027 are expected, according to the Foodservice Packaging Association, at the end of November. Toast launched an AI agent, still in Beta, that builds a rota, with a headline claim of 41% fewer overtime hours per employee, and the footnote ties that number to Scheduling Pro, the paid scheduling tier it already sold, measured before the new agent was part of it. Eight days later Flipdish switched on an AI that runs Google Ads for its UK and Irish customers, with no prices or results published. The ONS says the output of cafes, restaurants and other food and beverage service businesses fell 2.7% between July and August. And Caffe Nero has announced two iced protein lattes for more than 600 stores, and says what share of its drinks sales are now iced.

UKHospitality Wants the Employer NI Threshold Raised From £5,000 to £10,000 by 2029 - It Is Worth Nothing to a Cafe Already Inside the £10,500 Employment Allowance, Enough to Wipe the Bill of One Just Over It, and Up to £750 a Head for a Bigger Team

The Budget is on Wednesday 28 October, and the week just gone was busy. On Tuesday 13 October the Chancellor, John Healey, met retail, hospitality, leisure and small-business leaders at Downing Street; the Morning Advertiser reports that "Discussions reportedly centred on the challenges facing businesses ahead of the Budget, such as rising operating costs", and The Caterer reports that UKHospitality welcomed a "positive discussion" on youth unemployment. On Wednesday 14 October the #VATsTheProblem campaign, which Tom Kerridge launched in June with UKHospitality, the British Beer & Pub Association and the British Institute of Innkeeping, took its petition for 10% hospitality VAT to Downing Street. The Caterer reports 401,250 signatures, and UKHospitality's own release describes it as "the current progress of its petition", so the count is still open. And on Thursday, at the IMF meetings, the Chancellor said, in the Morning Advertiser's words, that the Government would do what it could in the Budget to give businesses and households "a bit of breathing space". The same report adds: "No additional hospitality-specific measures were announced in the Chancellor's latest statement."

UKHospitality pressed the ask, with numbers on it, on Thursday 8 October. Restaurant Online reports that UKHospitality "is calling for the Government to reduce employer NICs for hospitality by progressively increasing the threshold to £10,000 by the end of the Parliament", and that "According to UKH, nearly 100,000 hospitality jobs have been lost in the UK in the past two years." The Morning Advertiser's report has UKHospitality putting that at 45% of all jobs lost in the economy. Those figures are the trade body's own analysis of ONS data, over two years, and it has not said which series it used, so they do not line up with the payrolled jobs figure we used in August, when the ONS had accommodation and food services down 79,000 in a year. One detail needs care. Both trade titles say the ask is for hospitality, but UKHospitality's own Budget page asks the Government to "Commit to increase the universal employer NIC Secondary Threshold to £10,000 by April 2029, reversing and expanding on the pre-2025 threshold and reducing the tax penalty on lower-paid, part-time and flexible employment". Either way it is not a single step next April: the trade press says progressively, by the end of the Parliament, and UKHospitality's page says by April 2029. The Federation of Small Businesses, Startups.co.uk reports, wants the threshold for small business rate relief raised to £25,000. The only new rates cut announced in England since the revaluation is 20% off for pubs, social clubs and live music venues from April 2027, as we reported in July, and cafes are not on that list.

Here is the rule underneath the NI ask, from GOV.UK's rates for 2026 to 2027. Employer NI is 15% of what each employee earns above £5,000 a year. An eligible employer then takes up to £10,500 a year off its bill through the Employment Allowance. Under-21s and apprentices under 25 already carry no employer NI up to £50,270. So raising the threshold to £10,000 takes 15% of £5,000, or £750, off the gross bill for every employee earning £10,000 or more, and the saving you would actually feel is whatever that does to the part of your bill the Allowance does not already cover. On our arithmetic, using the £12.71 National Living Wage, 40-hour full-timers, 52 weeks, staff aged 21 or over, today's pay, the full £10,000 threshold rather than a phased one, and an Employment Allowance that stays at £10,500, which no one has said would change:

Two full-timers and three 20-hour part-timers. The gross bill is about £10,130, under the Allowance, so an eligible cafe pays nothing now and would save nothing.
Three full-timers and two 16-hour part-timers. The gross bill is about £11,320, so about £820 is payable after the Allowance. At a £10,000 threshold the gross bill falls to about £7,570, inside the Allowance, and the cafe would pay nothing: a saving of about £820.
Ten 20-hour part-timers. About £12,330 gross, £1,830 payable. At £10,000, about £4,830 gross and nothing payable: a saving of about £1,830.
Five full-timers and five 16-hour part-timers. About £20,260 gross, £9,760 payable. At £10,000, about £12,760 gross and £2,260 payable: a saving of £7,500, the full £750 a head.

What this means for you: Our June post on the VAT cut argued that "The higher-leverage asks for the typical small operator are National Insurance relief and business-rates relief", and the sums bear that out only for a cafe whose employer NI bill is already over the Allowance. Below that line, the NI ask is worth no more to you than a VAT cut is to a cafe under £90,000. A cafe with a small, part-time or young team may already pay no employer NI at all, and for it the ask is worth exactly nothing; a cafe just over the line could have the whole bill wiped; a team of five full-timers and five 16-hour part-timers would keep £7,500 a year. Our post on what the NI rise cost a year on says "Most hospitality businesses with more than a handful of staff blow through it." On our arithmetic the line sits at a pay bill of £70,000 plus £5,000 for each person on it, which is more than the five staff in our first example pay and less than the ten in our fourth. So do the sum on your own payroll before the 28th, not on the headline. Take your employer NI for this tax year from your payroll software, projected to April, or work it out as 15% of each person's yearly pay above £5,000, leaving out anyone under 21 and any apprentice under 25. Take off £10,500 if you are eligible for the Allowance. Our prime cost guide has the two exclusions that catch cafes: "Only one entity in a connected group can claim it, and a single-director company where that director is the only employee liable for secondary Class 1 NI can't." What is left is the most a threshold rise could save you, and it cannot be more than £750 for each person earning £10,000 or more (less for anyone earning between £5,000 and £10,000). Then do the same for the other two levers. For the VAT cut, the 5 October edition has why it moves nothing for a cafe under the £90,000 registration threshold; for rates, find your rateable value on the Valuation Office Agency's site. And keep the annual budget guide's rule: "Budget on the law as it stands, not on rumours of a cut, and revisit the wage line the week after." The wage line itself may move soon after: the confirmed minimum wage rates for April 2027 are expected this autumn, and our minimum wage 2027 calculator will show what each possible rate does to your bill.

Read Restaurant Online's report on the NI ask ->

Read the Morning Advertiser on the Chancellor's week ->

There Are Not Enough Recycling Certificates to Go Round, So the Environment Agency Will Not Normally Act Against a Big Producer That Meets 83% of Its Plastic Obligation - Plastic Certificates Averaged £567.97 a Tonne in the Week to 9 October Against £297.94 a Year Ago, and the Confirmed Packaging Fees Are Expected at the End of November, According to the Foodservice Packaging Association

On Friday 9 October the Environment Agency published regulatory position statement 383. It applies in England, to large packaging producers and the compliance schemes that act for them, and only to 2026. It says the Agency "will not normally take enforcement action" if they meet at least 83% of their statutory recycling obligation for plastic, 92% for steel and 90% for wood, and their full obligation for everything else. It is relief from enforcement, not a lower target: the statement says it "does not change your legal requirement to ... comply with your recycling obligations", and a producer that falls short of its full obligation will still have its certificate of compliance "record non-compliance with the statutory recycling obligations. This applies even if you comply with the conditions in this RPS". The Agency will withdraw it on 31 January 2027. Letsrecycle reported the same day that the other UK regulators' versions were due shortly.

The reason Defra gave is supply. Producers meet the obligation by buying packaging recycling notes, certificates issued for each tonne of packaging recycled. This year the new digital system for recording recycled packaging and issuing the notes went live in mid-February, so for about six weeks no notes could be issued, and an exporter can now issue its notes only once the material has been received abroad, which letsrecycle says can delay them by up to three months. Ecosurety, a compliance scheme, describes the intervention as unprecedented in the system's almost 30-year history, and its Robbie Staniforth said, as quoted by Circular Online: "The combination of changes to export rules, new IT systems and upgraded reporting requirements has caused unprecedented instability this year." The price shows it. Packaging News' weekly Pricewatch, using data from The Environment Exchange, put the average traded price of a plastic note at £567.97 a tonne in the week to 9 October, down from £641.15 on 11 September but against £297.94 a year earlier, and letsrecycle reported in August that, on its own index and for the year to July, the plastic note had hit "its highest yearly average since PRNs and PERNs were introduced in 1998". On 16 October Packaging News reported that Defra has committed to review the 2027 targets, and that the Foodservice Packaging Association drew "an important distinction between providing relief from enforcement and resolving the underlying compliance problem".

That is the recycling obligation. The other packaging cost, the extended producer responsibility disposal fees that PackUK charges producers, is separate, and its next bill is close. PackUK's own statement on GOV.UK said confirmed producer fees for 2026 to 2027 and the notices telling each producer what it owes would come "later this calendar year", and that "producers will have 50 calendar days to pay". Packaging News reported on 9 October that, according to the Foodservice Packaging Association, PackUK now expects both at the end of November. These are the first fees in which harder-to-recycle packaging pays more: the disposal fee on packaging rated red is multiplied by 1.2 for 2026 to 2027, 1.6 for 2027 to 2028 and 2.0 for 2028 to 2029.

What this means for you: A typical independent cafe pays neither bill. GOV.UK's large-producer test is more than 50 tonnes of packaging and more than £2m turnover, and below 25 tonnes there is nothing to do at all. The companies that do pay are the ones whose cups, lids and boxes you buy, and nobody has said how much of either cost will reach a cafe, so we are not going to guess. What the dates give you is a timetable. If the fees land at the end of November with 50 days to pay, the natural moment for a disposables supplier to write to you is December or January, and our EPR post already has the reply: "Ask your supplier rep for a written breakdown", and "Don't accept 'regulatory costs' as a one-line explanation." This week's news adds one question to that breakdown. Ask which part of any rise is the disposal fee, which part is the recycling notes, and which is resin, freight or anything else, because the recycling notes have just had a bad year and the government has just said so. Before any letter arrives, write down this month's unit price for your five biggest packaging lines, the cup, the lid, the sandwich wedge, the box and the bag, so you have something to compare against. Our packaging cost guide shows how to turn those into a cost per sale, which is the number that tells you whether a 2p rise on a lid matters. And if your lids are a two-polymer composite, the red multiplier is the reason to ask for the single-material spec now rather than in 2028. One more connection, to the deposit return scheme we covered in September: the Foodservice Packaging Association points out that from October 2027 the plastic bottles and cans in the deposit scheme will stop generating recycling notes at all.

Read the Environment Agency's position statement ->

Read letsrecycle's report on the shortfall ->

Toast's New AI Agent, Still in Beta, Builds a Rota "in Seconds" and the Launch Claims 41% Fewer Overtime Hours per Employee - the Footnote Says That Number Comes From Its Paid Scheduling Tier Before the Bundle, Comparing Restaurants Using It With Restaurants Not Using It

On Tuesday 6 October Toast, the US till company, launched Toast IQ Team, a labour bundle for restaurants and retailers, in its autumn release. The centrepiece is a Scheduling Agent, labelled Beta, which "Builds a complete schedule in seconds based on employee availability, expected sales, and overtime risk. One of the most essential and time-consuming management tasks becomes a quick review-and-adjust process." The release's headline result is this: "Toast restaurants using the scheduling solution within Toast IQ Team averaged 41% fewer overtime hours per employee than those Toast restaurants not using it." Footnote 2 says what that is: "Based on Toast internal data and customer-provided data from July 2025-2026 comparing Toast restaurants using Scheduling Pro before it was bundled as part of Toast IQ Team vs. Toast restaurants not using Scheduling Pro. Individual results will vary. Data does not account for other Toast IQ Team offerings." So the 41% describes Scheduling Pro, the paid upgrade to Toast's existing scheduling tool, measured before it went into the bundle, not the new agent, and it compares Toast restaurants using it with Toast restaurants not using it, which in practice means restaurants that chose to pay for the upgrade against ones that did not, with no sample size given. Nation's Restaurant News reported it as "restaurants using the beta version of the agent", which is not what the footnote says.

The rest of the release has the same pattern. "Restaurants running menu item contests have seen an average 10% total sales lift on featured items, including a 14% lift in alcohol sales during a recent contest at MugShots Bar & Grill." The footnotes say the 10% is a weighted average across 96 contests between February and June, and they describe no comparison group; the 14% is one four-day contest in June against the same four days a week earlier. In Toast IQ Grow, the marketing bundle we covered in May, a new Reviews Agent comes with one customer's result, "the overall number of reviews up 39% and 5-star reviews increasing 41% when comparing 10 weeks pre- and post-launch", which the footnote says was self-reported by the customer in a Beta trial, comparing April to June with June to September. The release does not mention the UK, and we could not confirm whether IQ Team is offered here.

Eight days later, on Wednesday 14 October, two AI products that are live in the UK switched on. Flipdish, the Dublin online ordering company, launched AI Marketing, which runs Google Ads campaigns for a restaurant and adjusts keywords, ad copy and bidding daily, with a portal showing orders, new customers, advertising spend and return on advertising investment and letting the owner manage monthly spend; and Flippy AI, an assistant in its app that answers sales questions and can update opening hours and menus. "Flipdish AI Marketing and Flippy AI are available to Flipdish customers in the UK and Ireland now." It published no prices and no performance figures. Its one customer quote, from a Dublin restaurant owner, praises the visibility but gives no figures: AI Marketing "gives me a clearer picture of what my marketing is doing for the business", and "I expect it to become more effective as it gathers more data."

What this means for you: The useful skill this week is reading a footnote. A comparison of restaurants using a tool with restaurants not using it is a kind of vendor number you will see again, and it cannot separate the tool from the kind of operator who goes looking for a rota tool in the first place: the owner who bothers to set one up may well be the owner already watching the hours. That does not make the product bad. It means the number is not evidence about your cafe, and the release is written for the US, where "overtime" carries a legal pay premium, while UK law sets none, so the number does not carry over directly. The test that is evidence is your own rota against your own payroll. Our wage variance guide walks a twelve-person cafe whose rota said 214 hours and whose payroll paid for 229, and calls a gap of over 5% week after week "a scheduling problem, not a staff problem". Measure that gap for four weeks before you buy any scheduling tool, and again four weeks after, allowing for anything else that changed in between, such as the season, and you have a comparison about your own cafe, which the press release cannot give you. For any AI product, our guide to AI in your cafe already has the five questions to ask and the one test that matters most: "Will this save me time or money this month?" Two of Toast's ideas cost little or nothing to copy: a one-week staff contest on one item, scored from your till, is the average spend guide's upsell prompt with a small prize attached, and asking for reviews at the till, with a small QR code or a word to regulars, is in our reviews guide. That guide also makes the case for reviews over paid ads for an independent: "Paid ads stop the second you stop paying. Reviews compound." If you are a Flipdish customer and switch on AI Marketing, start with what the 5 October edition said about an agent connected to an ad account: it can spend, so check on something low-stakes that its decisions come to you for approval before you trust it with more. Flipdish's page says you can manage your monthly spend but does not describe an approval step, so also find out where the limit is set, and what "return" counts, before you let it run, and judge it on new customers you would not otherwise have had, not on orders it touched.

Read Toast's release, with footnotes ->

Read Flipdish's announcement ->

The ONS Says the Output of Cafes, Restaurants and Other Food and Beverage Service Businesses Fell 2.7% Between July and August, and Barclays Says the Line That Includes Cafes Took 2.1% More on Its Cards in September From 0.5% Fewer Transactions

On Thursday 15 October the ONS published its monthly GDP estimate for August. The economy grew 0.1%, and consumer-facing services fell 0.3%. Inside that, "Food and beverage service activities was the second largest negative contributor, with a fall of 2.7%." That is a fall on July, not on a year earlier. It is the industry that covers cafes, restaurants, pubs, bars, takeaways and caterers, and the ONS measures output after taking out price changes, so it is closer to a count of what was sold than to takings. Over three months the picture is softer: food and beverage service was down 1.5% in the three months to August against the three months to May, while accommodation, in the same list, was up 2.8%. The broader series that puts the two together, accommodation and food service activities, was 2.2% below a year earlier in August. On our count of that series, it has been below a year earlier in nine of the last ten months, with July the exception at 0.7% up, though those comparisons are against a 2025 that was itself up on a weak 2024, and August's fall comes after a 3.9% rise in August 2025. The ONS gives no reason for the August fall, and the month's figures are early: the turnover response rate for the services survey was 88.7%, which the ONS says is broadly as expected at this point, against averages of 97.6% and 97.9% in 2024 and 2025, so the number can be revised.

Two days earlier, on Tuesday 13 October, Barclays published its September card spending report, covering 22 August to 24 September. Spending on Barclays' own debit and credit cards grew 2.0% on a year earlier, against what Barclays calls the latest CPIH inflation rate of 3.3%. "After the summer weather lasted throughout most of September, the overall eating & drinking category grew 2.4 per cent. Restaurants, cafes & bakeries were up 2.1 per cent, while bars, pubs & clubs enjoyed a 3.8 per cent boost, marking their fourth consecutive month of growth." The table also has the transactions column we looked at for July in August: restaurants, cafes and bakeries, one pooled line, spend up 2.1% on 0.5% fewer transactions; bars, pubs and clubs, spend up 3.8% on 4.4% more; takeaways and fast food, spend up 1.8% on 2.9% fewer. On our arithmetic the line that includes cafes took about 2.6% more per transaction, a little below the 3.3% inflation figure, and the pubs took about 0.6% less per transaction from 4.4% more of them. Barclays' monthly figures for that line now run 0.0% in June, 2.1% in July, 1.5% in August and 2.1% in September. The two sources measure different things over different months, card spending in one case and output in the other, so do not join them into one story. What they share is direction: neither shows more volume, whether output or card transactions, for the industry that includes cafes.

What this means for you: This is the September update to the sum we gave you in August, and it says the same thing more firmly. For the line that includes cafes, the money is coming from what each card transaction is worth, not from more transactions, and not quite at the pace of inflation. That matters most for anyone writing a 2027 budget this month, because our annual budget guide builds its example on "4% on menu prices from 1 April 2027 with volumes held flat", and is careful to call that "an assumption". On these figures, flat volume is not a safe default; budget a version with fewer transactions alongside it and see what it does to the bottom line. Then check your own two columns: pull September 2026 and September 2025 from the till, takings and transaction count, the same two figures our break-even guide asks for, where a 30p rise "just knocked 14 covers a day" off the example cafe's break-even. If you are on Square, our free category analyser will split the spend by category so you can see whether it is drinks or food carrying it. A rising ticket on falling transactions is not a reason for panic, but it is a reason to keep the June edition's warning in view: "The durable lever isn't a bigger ticket, it's more visits and fuller quiet hours." The next numbers arrive quickly. September's inflation figure is due from the ONS on Wednesday 21 October, and it will move the real-terms comparison either way.

Read the ONS monthly GDP estimate for August ->

Read Barclays' September card spending report ->

Caffe Nero Has Announced Two Iced Protein Lattes With Myprotein for More Than 600 UK Stores - and Says Iced Drinks Are Now 14.7% of Its Drinks Sales, Up From 8.1% Five Years Ago

On Wednesday 14 October BeverageDaily reported that Caffe Nero and Myprotein, the sports nutrition brand owned by THG, are launching two iced drinks made by hand in more than 600 UK stores: an Iced Vanilla Protein Latte with 25g of protein, and an Iced Vanilla Protein Matcha Latte with 24g, each under 160 calories, according to the companies. They are made with skimmed milk, sugar-free vanilla flavouring and Myprotein powder, with either Nero's Classico coffee blend or matcha, and more recipes are expected in January. None of the trade reports we read gave a price or an on-sale date. THG Nutrition's chief executive, Neil Mistry, said "Protein has moved from the gym bag into everyday life, and coffee is the natural next step", and that "Protein lattes have already taken off in the US".

The numbers that matter more to a cafe are Nero's own figures for iced drinks, which "now account for 14.7% of its total drinks sales, up from 8.1% five years ago", and BeverageDaily reports that sales of iced drinks "grew by 52% in its last financial year compared with the previous year". That 52% is the figure from Nero's annual results, reported on 2 September, for the year to 31 May 2026, and The Grocer reported then that matcha accounted for a significant part of it. All of these are the company's own figures, not independently checked, and the trade reports repeat the same announcement; World Coffee Portal has the story behind its paywall, and Perfect Daily Grind's weekly recap carries the drink details but not the iced figures.

What this means for you: Two things to take from it, and one not to. The first is the iced number. Nero's 14.7% is a share across a whole chain, and it has not said what period it covers, so it is not a target for your cafe in October: our autumn menu guide says a typical independent peaks "around 30 to 40 percent of drinks in a hot August week" and "By mid-October it is usually back under 10 percent". What it does tell you is that iced drinks have gone from about a twelfth of Nero's drinks sales to about a seventh in five years, so if you dropped your iced line at the end of September, look at your own iced share by month from the till over the past two years before you decide whether it comes back in March or stays on all winter in a shorter form. The second is the format. Nero has gone with a full protein latte, which our 2026 drinks trend report calls "a real product development task", rather than the easier route the report recommends for independents, "protein cold foam as a £0.80-1.20 add-on". The add-on is still the lower-risk test. The 1 June edition said to treat functional drinks as an add-on, not a reinvention, and a chain doing the reinvention does not change that for a cafe with one espresso machine. If you try it, cost the scoop and price it as a modifier, as in our guide to the hidden cost of extras, check how your chosen powder behaves in cold milk before it goes on the board, and add it to your allergen matrix as a modifier in its own right, because a protein powder can be made from milk or soya, and the label will say which. What not to take from it is a reason to stock up on iced bases for winter. A chain can launch an iced drink in October and test it across hundreds of stores; you cannot, and by mid-October our autumn guide puts a typical independent's iced share back under 10 percent of drinks.

Read BeverageDaily's report ->

The Brikly Take

Five stories, and in each the headline number belonged to someone else's business. The NI ask is worth £7,500 to one cafe and nothing to another, depending on a line on the payroll summary. The recycling certificate shortfall is a bill for the biggest producers, and what reaches a cafe is a letter that has not been written yet. Toast's 41% is about its paid scheduling tier before the new agent, and about restaurants that chose to buy it. The ONS fall is a whole industry, and the Barclays figure is one bank's cards across cafes, restaurants and bakeries. And Nero's 14.7% is a whole chain's share, not a month in yours. None of them is a reason to change anything on its own. Each is a reason to look at the matching line in your own numbers, and the NI one before 28 October.

Nine days to the Budget. Do the NI sum on your own payroll this week, and write down this month's price for a cup and a lid.

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.