Running a small business means doing ten jobs at once: sales, support, bookkeeping, marketing and whatever broke this morning. AI agents will not run the business for you, but they are getting good at taking whole tasks off the list, not just answering questions about them.
The cases in this guide come from owners, freelancers and small teams who used agents for real work. They include researching leads, drafting follow-ups, tidying customer data, preparing invoices and reports, and handling the admin that piles up between paying jobs. Every entry links to the public post it came from.
What makes these examples useful is that they are specific. Instead of 'use AI for marketing', you will see the actual task, the tool used and a prompt you can adapt. That makes it much easier to judge whether something would work for your own business before spending any time on it.
A sensible way to start is to pick the task you put off most often, find a matching case below, and run its prompt on a small sample. Keep a person in the loop for anything customer-facing or anything that spends money. Once the agent has proved itself on that one job, look for the next one. Cases are listed with the most interesting first.
What is in this guide: 60 sourced cases, added between 2026-10-29 and 2026-11-11. The tools that come up most often are Claude (21), Agentforce (14), Claude Code (13), and the cases mostly sit under Sales & Marketing (31), Customer Support (28), Business & Startups (1). They were reported on Case study (Anthropic) (42), Case study (Salesforce) (15), Case study (Microsoft) (1). If you only have a few minutes, start with the top three: “Five agents read customer order emails for Unilever”; “Draft replies and promo codes for L'Oréal support advisors”; ““Get your hands dirty:” Safari365’s CEO shares why execs should roll up their sleeves with Agentforce.”.
Each case page gives a short summary in our own words, a note on why it matters, a reusable prompt broken into steps you can follow, and a link to the original first-hand account. Nothing here is a paid placement, and we only list cases with a working public source.
60 real cases, most interesting first
Five agents read customer order emails for Unilever· NOVA (Microsoft Foundry) · Business & Startups Unilever built NOVA, five agents on Microsoft Foundry: four read order emails and extract the order, a fifth checks their work. Across 11 pilot…
Draft replies and promo codes for L'Oréal support advisors· Agentforce (Salesforce) · Customer Support L'Oréal's consumer care advisors get Agentforce inside Service Cloud: it summarises each case, confirms what the consumer is asking, drafts the…
micro1 transforms technical recruiting with Claude· Claude · Sales & Marketing Micro1 — Read the case study to see how they build on the Claude Platform. micro1 runs 3,000+ AI technical interviews a day. With Claude, micro1…
cubic ships code 60x faster with Claude· Claude · Sales & Marketing Cubic — Read the case study to see how they build on the Claude Platform. Cubic delivers code review feedback 60x faster. Claude’s confidence…
bunq builds intelligent banking assistant Finn with Claude· Amazon Bedrock · Customer Support bunq automates about 80% of support tickets. Founded in 2012 by Ali Niknam, bunq empowers 20 million users across Europe to spend, save, budget, and…
Young Drivers gears up to expand globally with Agentforce.· Agentforce · Customer Support Young Drivers — Agentforce is projected to resolve 70% of inquiries, cut call times, and deliver personalized service. Digital labor projected to…
Wiley sees 213% return on investment with Salesforce.· Agentforce · Customer Support Wiley — Learn how the publisher implemented Agentforce to cut costs and boost productivity. Learn how the publisher implemented Agentforce to cut…
Wedia Group advances digital asset management with Claude· Amazon Bedrock · Sales & Marketing Wedia Group — Wedia powers their platform with Claude in Amazon Bedrock to improve metadata generation, multilingual support, and overall user…
Triple Whale drives business growth with Claude· Claude Code · Sales & Marketing Triple Whale reduces reporting time by over 70%. “Our founders faced these challenges running a brand firsthand, and, since our origin, believed AI…
Transparency and trust: Why Clay chose Fin· Fin · Customer Support With a rapidly-growing customer base, Clay wanted to scale support without sacrificing quality or their community-led approach. The team needed an…
Tidio automates customer support at scale with Claude· Claude · Customer Support Tidio automates 71% of its customer support. Read the case study to see how they build on the Claude Platform. Case study | Claude Platform Tidio…
TRY accelerates creative excellence with Claude· Claude · Sales & Marketing TRY cut routine task time 30% and hit 40% faster proposal development. Teams now spend 30% less time on routine tasks, allowing them to focus on…
Surging developer productivity with custom GPTs· Claude · Customer Support In their search for the ideal generative AI solution, Paf experimented with LLAMA, Claude and GPT‑4. In addition to the wide range of use cases for…
Spotify cuts migration time by 90% with Claude Agent SDK· Claude Code · Sales & Marketing Spotify cut code migration time up to 90%. Read the case study to see how they build on the Claude Agent SDK. Spotify , the world’s most popular…
Snowflake powers enterprise data intelligence with Claude· Claude · Sales & Marketing Snowflake — Read the case study to see how they build on the Claude Platform. Snowflake hits 90%+ accuracy on complex text-to-SQL. Gaining access to…
Quantium scales Claude across Australia’s largest enterprises· Amazon Bedrock · Sales & Marketing Quantium Qa — We believe there is still significant skills uplift required from the consulting firms and systems integrators to build full agentic…
Quantium drives company-wide AI adoption with Claude· Claude · Sales & Marketing Quantium cut proposal timelines from weeks to hours. Read the case study to see how they build on the Claude Platform. For example, the team built…
Pelanor delivers instant cloud cost insights with Claude· Claude Code · Sales & Marketing Turning cost data into conversational insights Pelanor built their platform to make Claude an expert in each customer’s specific cloud environment.…
Newfront modernizes insurance experiences with Claude· Claude · Customer Support Newfront cut document processing costs 60%. Read the case study to see how they build on the Claude Platform. With Claude, Newfront: Saves HR teams…