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Real accounts of businesses using AI, found across the web every day. Each one says what they did, how it went and what to watch for, links to the original, and gives you a prompt to try it yourself.
Results are as reported by the source, not checked by us. For worked costs and savings, see the ideas for your industry. RSS feed
Money and admin
A Brooklyn restaurant owner, also a fractional CFO, used Claude and Python to turn messy invoices and recipes into plate costs. She reports about four hours saved a week.
AIM Media House (Deployed) · Nov 4, 2026
Money and admin
A real estate show host used an AI assistant to review software subscriptions against usage and reportedly saved about $600 a month. Its inbox triage invented emails.
Real Estate Magazine (REM) · Nov 4, 2026
Running the business
A third-generation izakaya owner in rural Japan had Claude enter cash receipts into a ledger. Date errors were fixed by adding one line to a written rule sheet.
note.com · Nov 4, 2026
Running the business
An Iowa grocer photographs wholesaler catalog pages and his staff schedule and sends them to Meta's Muse agent. The ad now takes about 15 minutes instead of two hours, he says.
The American Spectator · Nov 3, 2026
Running the business
A multi-store salon operator listed 9 tasks for Claude Code. The first one built, auto-updating hairstyle posts, wasn't on the list. Login and API blocks stalled the sales check.
note.com · Oct 31, 2026
Money and admin
A Taiwanese shop owner built a ledger app with Claude and Claude Code, with Notion storing data. AI reads receipts; the owner reports month-end close fell from hours to about 20 minutes.
note.com · Oct 30, 2026
Running the business
A small business owner on Hacker News says Codex now handles tax, invoice and insurance admin once outsourced or neglected, with a human check and an accountant's sign-off.
Hacker News · Oct 29, 2026
Running the business
The CEO of a 30-staff apparel store company in Japan split payroll, shifts and filings into Claude "departments" on a $100 a month plan. He says a person still presses Submit.
note.com · Oct 28, 2026
Running the business
A Fukuoka tax accountant had AI run weekly receipt sorting, reading and import, holding back only flagged items for one email. No tool cost or time saved is given.
note.com · Oct 28, 2026
Running the business
A Yokohama real estate employee keeps one ChatGPT assistant and tracks its requests in a ChatGPT Space list, with three daily checks for stale items. Early test; no results reported yet.
note.com · Oct 26, 2026
Money and admin
A Japanese cram school owner built a receipt system: LINE, Gmail and Drive feed one folder, and Claude Code names, categorizes and sorts them daily. No time saving is reported.
note.com · Oct 21, 2026
Running the business
A two-person software and AI studio in Germany runs a scheduled AI task each weekday that writes a one-page briefing covering tasks, deals due, approvals and bank balance.
Reddit r/smallbusiness · Oct 19, 2026
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 · Aug 31, 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 · Aug 19, 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 · Jul 3, 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) · Jun 10, 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 · Jun 10, 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.
Hacker News · Jun 4, 2026
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 · Jan 15, 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 · Nov 25, 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 · Nov 14, 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.
Shopify · Nov 5, 2025
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.
Square · Oct 8, 2025
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 · Oct 8, 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.
TD Stories · Aug 12, 2025
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 · May 12, 2025
Running the business
A GP partner at a London health center says an AI scribe saves up to two hours a day on clinical notes and also drafts referral letters and meeting preparation.
Heidi Health · Apr 24, 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.
Shopify · Apr 22, 2025
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.
Zapier
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.
Lilach Bullock
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.
Hacker News
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.
Hacker News
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.
Dext