107 real use cases from small teams, solopreneurs and nonprofits. Each one rewritten as a playbook: what they did, which tools, what the source reports, how to try it yourself — and what to watch out for.
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A legal AI tool lets lawyers draft and review contracts inside Microsoft Word, spot issues and compare terms against the market. It is used for a very high volume of reviews each month.
Spellbook (used by law firms)
A European business bank for SMEs and freelancers built AI agents into its app to take over repetitive finance admin: preparing payroll transfers, drafting invoices and answering …
Qonto (for SMEs and freelancers) · France/EU
A tiny-house ecotourism company uses AI for first drafts of marketing content, idea generation from campaign briefs, research checks, meeting notes and summaries of long email threads.
Big Tiny · Southeast Asia
A coach who didn't think she needed an AI notetaker now uses one to stay present in coaching and sales conversations. Follow-up drafts arrive about 70% done and she adds nuance.
Allenatore Coaching
A solo physiotherapist couldn't pick up the phone during sessions, yet many patients preferred calling with questions before booking. An AI receptionist now answers instantly with …
Native Physical Therapy · US
The owner of an automotive repair business knew each lead in his sector was expensive and he couldn't afford missed chats. He added a chat service combining an AI chatbot with live …
ECU Repairs
A spa business that has operated since 1996 had an overloaded call centre. It added live chat with an AI agent on its website that answers routine service questions in real time and …
Bella Santé
Staff at a personal-injury law firm use an AI assistant to draft standard operating procedures in Word, and routine tasks across the firm got faster.
Disparti Law Group · US
The co-president of a metal-fabrication company used AI to turn a scan of a seven-year-old paper shipping document into an editable Excel file.
Wyoming Machine · US
When a new state rule required a written procedure, the owner drafted one with AI in about 30 seconds. A social-media policy drafted the same way was later reviewed by an outside HR …
Ted Taylor (Schlotzsky's & Cinnabon franchisee) · US
Each month the owner uploads each store's cash transaction data and bank records, and AI matches transactions to deposits. He also uses AI to summarise payroll inputs.
Ted Taylor (Schlotzsky's & Cinnabon franchisee) · US
A California tamale maker that sells at farmers' markets wanted customers to know where to find them each week. The owner, who doesn't code, used ChatGPT to build a farmers-market …
The Original Tamale Co. · US
A San Diego jam maker that grew from farmers' markets into grocery chains and hotels uses generative AI to write social-media ads and messages and handle back-office writing.
Jackie's Jams · US
An e-commerce manager needed feedback from colleagues testing new website features, scattered across hundreds of emails from six months earlier. An AI assistant found and summarised it …
The Rider Firm · UK
A hospitality recruiting firm automated the process of sending CVs and answering visitor questions. Its chatbot explains where to send a résumé and how the job board works, at any hour.
Gecko Hospitality
Counting merchandise and planning reorders used to take the co-founder two to three days. She photographed the stock, uploaded the photos, and the AI built a spreadsheet and visual …
ATV Big Air Tour · US
A food bank where almost all donations go to programmes had non-food tasks piling up. Staff began using an AI assistant across sourcing, fleet scheduling, donor stewardship and …
Montgomery County Food Bank · US
A Nevada salvage business needed a numbering system for over a thousand items. With ChatGPT it designed one in an afternoon instead of weeks, and it also uses AI to troubleshoot equipment.
Reno Salvage · US
A small vet clinic owner was worried AI would miss information, but needed calls answered while she was in surgery. An AI receptionist customised for her clinic now answers, gathers …
The Pet Pad
A pool-care brand created an AI 'pool expert' that shoppers and store staff can ask questions in the shop aisle, turning in-store moments into guided sales.
Hy-Clor
The COO of a promotional-products company told lawmakers that AI quickly generates proposals to a 90% complete draft.
Sonic Promos · US
A small construction consultancy uses an AI assistant for proposals and to automate analysis of its maturity assessments — work it would otherwise have paid developers to build.
ICG · US
A UK maker of bikepacking equipment sells worldwide but has a small team in one time zone. An AI agent answers fitting and product questions around the clock.
Tailfin · UK
Every case links to the original story. We label who published it (vendor, AI provider or press) and whether it has numbers.
Each case ends with a short, tool-agnostic playbook so you can try the idea this week — usually with tools you already have.
Every case has a ‘watch out’ note: privacy, accuracy, consent and where a human must stay in the loop.
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Yes. The site and the newsletter are free. We may show clearly labelled sponsor slots later; sponsors never influence which cases we include.
From public case studies and stories published by software vendors, AI providers and business organisations. We read each source, rewrite it in our own words and link to it. See our method.
No — results are what the source reports, and we say so. Vendor case studies are marketing; treat the numbers as a sign of what's possible, not a promise.
No. Each case has a difficulty level. ‘Beginner’ cases need only a general AI assistant such as ChatGPT, Claude, Gemini or Copilot.
Yes — the top use cases and all category pages are available in Norwegian bokmål at /no/.