About Small AI Wins

Small AI Wins is an independent, free library of practical AI use cases for small businesses, solopreneurs, freelancers and nonprofits. It's made in Norway, written in English, with Norwegian versions of the most useful cases.

Why

Most AI content is either hype ("agents will run your company") or so generic that it's useless ("use AI to save time!"). Small business owners want something else: what did a business like mine actually do, with which tools, what happened — and how do I try it on Monday? That's what every page here answers.

Our method

Find a real story. We only include cases where a named business (or a clearly described one) used AI, published on a public page we can link to.
Read the source. We open and read every source page; cases that are mostly marketing with no concrete workflow, or that don't involve AI, are left out.
Rewrite in our own words. We summarise what the business did and turn it into a short, tool-agnostic "how to try it" playbook. We never copy the source text.
Attribute results. Numbers are reported exactly as the source states them, with "the source reports" language. If a source has no numbers, we label the case "Qualitative".
Label the evidence. Each case shows whether it comes from a vendor case study, an AI provider story or a business organisation / press article — so you can judge the bias.
Add the risk note. Every case has a "watch out" section covering privacy (GDPR), accuracy, consent and human oversight.

Today the library has 193 use cases, with 88 also in Norwegian. Sources were last checked on 3 November 2026.

What we are not

Not an affiliate site: we earn nothing from the tool links.
Not a "top 100 agents" list: most wins come from simple, boring workflows.
Not independent testing: we report what sources say and are honest about that.

Corrections and suggestions

Found an error, a dead link, or a great case we should add? Send it here. We correct mistakes quickly and note significant changes on the page.

Advertising

We may show clearly labelled sponsor slots. Sponsors never pay to be included as a use case and have no say over editorial content. See Sponsor.

Contact

(contact e-mail will be published here when the domain and mailbox are set up)