Marketing and content
A solo owner of a dozen small e-commerce brands says a Claude skill now does the search-term and listing review that used to take him 2 to 10 hours.
Hacker News · 31 Aug 2026
Running the business
An Aberdeen GP training practice says an AI scribe gives each clinician back about one to two hours a day, and that two retiring secretaries were not replaced.
Heidi Health · 19 Aug 2026
Money and admin
Nordell, a Worthing plastic moulding firm with over 80 staff, invested £34,000 in AI invoice processing and expects it to save over 60 hours of admin a month.
Made Smarter: Nordell case study · 3 Jul 2026
Running the business
Cast Consultancy, a firm of about 90 staff, rolled out an AI tool to check Building Safety Act Gateway 2 submissions and trained its project managers to use and question it.
GOV.UK: AI upskilling supporting case studies (PDF) · 10 Jun 2026
Marketing and content
Vertis Media, a small UK marketing agency, trained its team on AI itself and says it cut reporting time and added new services worth roughly a fifth more turnover.
GOV.UK: What works for AI upskilling in the UK · 10 Jun 2026
Sales and leads
A consultant says an AI assistant scans a government procurement site daily, sorts incoming job emails and turns emailed invoices into PDFs for bookkeeping.
Money and admin
A one-person business that buys e-commerce brands says Claude Code scripts and a long prompt handle lead filtering, first-pass analysis and month-end spreadsheet updates.
Hacker News · 15 Jan 2026
Running the business
A mental health practice with nearly 50 clinicians says an AI scribe cut clinician admin time by 25 to 30% and let one psychiatrist add two clinic hours a week.
Heidi Health · 25 Nov 2025
Running the business
A two-vet practice in Worcester says an AI scribe has cut after-hours note writing, with 89% of its clinicians using it and better quality consultations.
Heidi Health · 14 Nov 2025
Running the business
The founder of a UK accessories brand used Shopify's Sidekick assistant to forecast inventory from last year's Q4 sales and says it saved hours of work.
Running the business
A New York sandwich shop owner asks Square AI about sales and repeat customers, and says it found that Fridays beat Thursdays and helped him thank top spenders.
Customers and bookings
A 14-site US restaurant group uses an AI phone host to take bookings and answer guest questions, and says it coped with a surge of calls at one site.
The Philadelphia Inquirer · 8 Oct 2025
Running the business
The owner of a small Ottawa interior design firm uses ChatGPT for emails and construction scheduling, plus an AI plugin to show clients photorealistic renderings.
Running the business
The owner of a small online shop says Claude and Gemini helped him write an image workflow that goes from raw photo to finished product image, cutting dozens of hours.
Hacker News · 12 May 2025
Running the business
A GP partner at a London health centre says an AI scribe saves up to two hours a day on clinical notes and also drafts referral letters and meeting preparation.
Heidi Health · 24 Apr 2025
Sales and leads
After losing his manufacturer, the founder of Clubhouse Skin asked Shopify Sidekick to rank customers by engagement and value, then contacted the top 10% himself.
Customers and bookings
A Minnesota appointment-setting firm reads homeowners' late-night text replies with OpenAI and books contractor visits automatically; it says 20 to 50 extra a day.
Customers and bookings
A UK marketing consultant says an AI voice agent on a second number answered 41 calls in six weeks, booked 11 slots and led to two paying clients.
Customers and bookings
A building design consultancy owner dropped Wix for a site where an AI chat answers visitors' zoning and setback questions, and says he now runs without junior staff.
Marketing and content
A one-person tech agency in Taiwan says four AI agents handle social posts, comment replies, lead flags and monitoring on a free Gemini tier for about $5 a month.
Money and admin
A creative agency founder says Dext now sends invoices and receipts straight to Xero, saving more than 10 hours a month and ending the quarterly VAT scramble.