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Real examples
Real accounts of businesses using Claude, newest first. Results are as each source reports them.
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
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
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
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
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
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