https://agents-101.com/ Plain-English stories of real jobs people handed to an AI agent, for small businesses and anyone just getting started. en-us Mon, 12 Oct 2026 15:18:18 GMT https://agents-101.com/use-cases/muse-0008/ https://agents-101.com/use-cases/muse-0008/ Sun, 11 Oct 2026 12:00:00 GMT Getting found Small business owners rarely have time to audit their ad accounts and local search listings for wasted spend. A business owner gave Muse control of their Google Ads and Meta ads with little more than a request to help improve the ads for conversions. The owner says it returned many suggestions for both ad accounts, plus ideas for improving their Google Business Profile and website SEO. They call the results "shockingly" good but don't report numbers. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/InvestingDoc/status/2107470634187939988 https://agents-101.com/use-cases/dots-0001/ https://agents-101.com/use-cases/dots-0001/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Month-end inventory reconciliation for the accountant is tedious manual data entry. A business owner gets end-of-month product counts texted by employees, then has to match them to invoice pricing, pull numbers from another system, and build a spreadsheet for the accountants. The owner sent the texts to their OpenAI Dot (named "Lars"), gave it access to email and Google Sheets, and said to figure it out. They report it finished in two minutes, the work was perfect when they double-checked it, and it saved about an hour. The original post did not include the exact wording. Tool: Dot/Dots. Source: https://x.com/whipla5her/status/2106782026896703702 https://agents-101.com/use-cases/muse-0011/ https://agents-101.com/use-cases/muse-0011/ Sun, 11 Oct 2026 12:00:00 GMT Bills and subscriptions Unwanted software renewals cost money, and chasing refunds is a chore owners put off. After a forgotten AI note-taker renewed for a year at $127.20, a user asked Muse to cancel it and request a refund. Muse first signed into the wrong Google account, and when it found no cancel button it emailed support from the user's address without showing the draft first, calling the plan "already canceled" when it was only a request. The user reports that support replied and the refund was with their billing team. Their rule now: Muse can send a polite email on its own, but spending money still takes their click. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/beetz12/status/2106565727092118005 https://agents-101.com/use-cases/dots-0003/ https://agents-101.com/use-cases/dots-0003/ Sun, 11 Oct 2026 12:00:00 GMT Inbox and calendar Important messages land in inboxes nobody watches, and things fall through the cracks between owners and managers. Daniel Zambrini's Dot noticed an email from his bank proposing a visit to a business he co-owns, sent to a mailbox he doesn't check and addressed to the manager. It looked for a confirmation, found none, and told him to check with the manager. He called the manager, who then took care of the meeting. The original post did not include the exact wording. Tool: Dot/Dots. Source: https://x.com/DanielZambrini/status/2106417754441998636 https://agents-101.com/use-cases/dots-0002/ https://agents-101.com/use-cases/dots-0002/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Entering expenses and creating invoices by hand takes owners' time away from paying work. A user told their OpenAI Dot to upload all their expenses and generate invoices for their customers. They say it did the job on a portal it had never seen before, with no guidance. They call it "insanely annoying work" they no longer have to do. The original post did not include the exact wording. Tool: Dot/Dots. Source: https://x.com/babyfolio/status/2106046471489405122 https://agents-101.com/use-cases/muse-0010/ https://agents-101.com/use-cases/muse-0010/ Sun, 11 Oct 2026 12:00:00 GMT Inbox and calendar A busy work inbox pulls a founder away from the work that grows the business. A founder who mentions their brand Maison Fidé connected Muse to one of their work email accounts. They say it drafts responses, flags anything urgent, and schedules meetings, so they rarely need to look at that inbox. In the same post they credit Shopify's built-in Sidekick with saving hours on inventory management. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/ehi_oz/status/2105933927177228358 https://agents-101.com/use-cases/muse-0005/ https://agents-101.com/use-cases/muse-0005/ Sun, 11 Oct 2026 12:00:00 GMT Bills and subscriptions Forgotten auto-renewing domains and subscriptions quietly drain a small business's budget. A user connected Muse to their Outlook email, and it audited auto-renewals across all their domains, including some the user says they didn't know about. Muse gave a full report, canceled an unwanted renewal, and requested a refund. The user reports a refund request of more than $200. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/iamchshah/status/2105433395245322526 https://agents-101.com/use-cases/grokbot-0001/ https://agents-101.com/use-cases/grokbot-0001/ Sun, 11 Oct 2026 12:00:00 GMT Odd jobs Writing estimates and bids eats a contractor's evenings after long days on job sites. A remodeling contractor, worn out after a day of site visits, had a bid due the next day. The contractor asked Grok Bot for the technical explanation of the solution, then a construction drawing, then a materials estimate to send out for supplier bids, all in 25 minutes. They say this frees them to focus on customers and site visits instead of estimating. The original post did not include the exact wording. Tool: Grok Bot. Source: https://x.com/EduDanos/status/2104757895409586393 https://agents-101.com/use-cases/muse-0002/ https://agents-101.com/use-cases/muse-0002/ Sun, 11 Oct 2026 12:00:00 GMT Customers and follow-up A messy contact list hides the people who are actually ready to buy. A Muse user who works with buyers and sellers had Muse sort and organize a 2,200-contact database, which the user says they'd never have gotten under control alone. It took days, and the user says they then spent the day talking with real potential customers instead of doing admin. By the user's own claim, Muse's ideas and work helped uncover "millions of dollars in business." The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/MrsMarkRoberts/status/2104733699342569574 https://agents-101.com/use-cases/muse-0003/ https://agents-101.com/use-cases/muse-0003/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Checking profit margins across a whole catalog is slow, and a store tool can stall when a job hits a limit. A Shopify merchant says they connected Meta's official Shopify connector for Muse and ran a catalog margin audit in minutes. They say Muse can also drive the Shopify admin in a browser or call the API, and that those paths have different powers and hard limits. They had it check the routes and write a routing table. The prompt they refer to is in a video, not in the post itself. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/altonpeques/status/2104991753342505156 https://agents-101.com/use-cases/other-0002/ https://agents-101.com/use-cases/other-0002/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Retyping handwritten timesheets into accounting software is slow and error-prone. A business owner connected QuickBooks Online to a bot called Tinkabot and wrote a Grok script that reads a PDF of technicians' handwritten timesheets and turns it into an uploadable Excel file, which the QuickBooks bot then files in the right place. Getting the Excel format right took some trial and error, and the owner planned to roll it out to all 25 technicians. They estimate it will save the company about 780 hours a year. The original post did not include the exact wording. Tool: Tinkabot and Grok. Source: https://x.com/SpaceGarbage202/status/2105049240779002161 https://agents-101.com/use-cases/muse-0004/ https://agents-101.com/use-cases/muse-0004/ Sun, 11 Oct 2026 12:00:00 GMT Bills and subscriptions Getting records out of a subscription before you cancel it is tedious enough that many owners keep paying. A post says Muse replaced QuickBooks and saved $400 a year. The person asked it to log in, download two years of receipts, and cancel the subscription. Words you can copy are on the page. Tool: Meta Muse. Source: https://x.com/_dailymuse/status/2103517549623419038 https://agents-101.com/use-cases/muse-0006/ https://agents-101.com/use-cases/muse-0006/ Sun, 11 Oct 2026 12:00:00 GMT Bills and subscriptions Owners overpay for internet and phone service because haggling with providers takes too much time. Todd Saunders asked Muse to use Verizon Fios's website chat and negotiate a better price. The Verizon agent first said he already had the lowest price, so he told Muse to "push harder," and Verizon came back with a better offer. He reports saving $180 a year and says he'd never have had the patience to sit in that chat himself. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/toddsaunders/status/2103489289648517182 https://agents-101.com/use-cases/muse-0001/ https://agents-101.com/use-cases/muse-0001/ Sun, 11 Oct 2026 12:00:00 GMT Getting found Running and testing Facebook and Instagram ads takes hours in Ads Manager that a busy owner doesn't have. Justin Jinorio gave Meta Muse access to the Meta ad account for one of his businesses, uploaded one video, and talked through his lead-quality problems. Muse analyzed what was working, suggested a new strategy, built a lead form with qualifying questions, made three ad variations, set the budget, and published the test without him opening Ads Manager. He says Muse will remind him in 10 days to come back and pick the winner. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/JustinJinorio/status/2102594634052440541 https://agents-101.com/use-cases/muse-0007/ https://agents-101.com/use-cases/muse-0007/ Sun, 11 Oct 2026 12:00:00 GMT Odd jobs Finding a dependable local supplier for small production runs eats hours of searching and back-and-forth email. Andrew Carr asked Muse to find a nearby, reliable embroiderer willing to do small batches and set it up. Muse found one, emailed him, negotiated, and sent the design files; Carr just dropped the items off. The embroiderer, who said he had mostly retired and only worked for existing clients, asked how Carr had even found him. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/andrew_n_carr/status/2102870722175750553 https://agents-101.com/use-cases/muse-0009/ https://agents-101.com/use-cases/muse-0009/ Sun, 11 Oct 2026 12:00:00 GMT Inbox and calendar Owners juggling messages across many apps miss things and walk into client calls without context. Jerrod Lew says Muse sends him a summary of email, calendar, messages, and DMs at 7AM, 12PM, and 6PM, with action points and anything he missed, including overnight Messenger messages from other time zones. He says he set up Google Tasks with bills and subscriptions, projects, and client work, and that day-to-day tasks are added from email or the calendar. He says Granola, plus email and the calendar, gives him context before meetings. The original post did not include the exact wording. Tool: Meta Muse. Source: https://x.com/jerrod_lew/status/2101468519854661885 https://agents-101.com/use-cases/grokbot-0002/ https://agents-101.com/use-cases/grokbot-0002/ Sun, 11 Oct 2026 12:00:00 GMT Odd jobs Repetitive click-by-click admin work in web dashboards can take a whole day when a site has no bulk option. A domain investor wanted to transfer 99 domains, but the registrar didn't allow bulk export of transfer codes. The investor had Grok Bot open each domain and copy its code to a CSV, and when the codes failed, run a second loop to refresh them; after that the transfers went through. Grok Bot first refused, reading the task as credential harvesting, until the investor explained these were codes for domains they own. The original post did not include the exact wording. Tool: Grok Bot. Source: https://x.com/DomainMaster/status/2097136933595951162 https://agents-101.com/use-cases/grokbot-0004/ https://agents-101.com/use-cases/grokbot-0004/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Quarterly estimated taxes confuse new freelancers and solo owners, who often pay someone just to fill out the forms. A first-year freelancer who was close to paying H&R Block asked their Grok Bot "CFO" to hire a tax-accountant bot. It reviewed the freelancer's tracked income and expenses and produced a pre-filled 1040-ES estimated tax form for review. They say it was spotless and estimate it saved $100 to $200. The original post did not include the exact wording. Tool: Grok Bot. Source: https://x.com/tpgoebel/status/2096356344248910220 https://agents-101.com/use-cases/grokbot-0003/ https://agents-101.com/use-cases/grokbot-0003/ Sun, 11 Oct 2026 12:00:00 GMT Bills and subscriptions Business phone plans creep up in price, and renegotiating them is easy to keep putting off. Lara Kimbrell uploaded her latest cell phone bill to Grok Bot, and it handled the rest over email with her business account manager. She reports saving $55 a month. The original post did not include the exact wording. Tool: Grok Bot. Source: https://x.com/Lara_Kimbrell/status/2095979833465450769 https://agents-101.com/use-cases/chatgpt-0001/ https://agents-101.com/use-cases/chatgpt-0001/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Government filing mistakes can trigger expensive penalties that are a nightmare to untangle by phone. A seasonal business owner on Hacker News noticed their state unemployment insurance rate had jumped from 0.75% to 12.75%. They asked ChatGPT, which worked out that their new payroll provider hadn't filed a wage report for the zero-wage off-season quarter, so the business was marked delinquent. The owner says ChatGPT filed the correct wage report and requested a retroactive rate fix through the state's support site, which was granted and saved "many thousands of dollars." The original post did not include the exact wording. Tool: ChatGPT/ChatGPT Agent. Source: https://news.ycombinator.com/item?id=49467734 https://agents-101.com/use-cases/claude-0001/ https://agents-101.com/use-cases/claude-0001/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Missing timesheets mean unbilled hours and lost revenue for service businesses. A consultant lost a week of billable-time records for some clients and had Claude Cowork audit the Microsoft 365 files they'd worked on. Given the full month's folder, it produced a day-by-day breakdown with time per client project, apparently separating the user's edits from colleagues' and active work from time a file was just open. The user says it matched their own records and saved enough admin time to pay for the subscription. The original post did not include the exact wording. Tool: Claude. Source: https://x.com/Pin__Terest/status/2072853614322745609 https://agents-101.com/use-cases/claude-0004/ https://agents-101.com/use-cases/claude-0004/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Agencies and service businesses lose hours every week compiling client reports by hand. An agency owner used Claude Cowork and Claude Code, without writing code, to build a tool that pulls Meta ad data and CRM data and writes the weekly client report. They say it saves 20 hours a week, and that they've also built a quote builder and a bank reconciliation tool the same way. The original post did not include the exact wording. Tool: Claude. Source: https://x.com/aiwithkelso/status/2055710006717153600 https://agents-101.com/use-cases/claude-0003/ https://agents-101.com/use-cases/claude-0003/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Sorting and labeling receipts for the accountant is boring, and skipping it means paying the accountant for extra hours. In a Scrimba video, the presenter demonstrates automating a monthly bookkeeping chore with Claude Cowork. The presenter gave it one prompt plus Norway's standard chart of accounts as a PDF; it built a skill that renames each receipt dropped into a folder as date_provider_expense-account and scheduled the job to run every Friday at 9AM. In the demo the test receipts came out correctly named. The original post did not include the exact wording. Tool: Claude. Source: https://www.youtube.com/watch?v=si1FU49S2q4 https://agents-101.com/use-cases/other-0001/ https://agents-101.com/use-cases/other-0001/ Sun, 11 Oct 2026 12:00:00 GMT Customers and follow-up Follow-ups, reminders, and invoice chasing slip when the owner is busy, which costs reviews, wasted trips, and cash flow. A Reddit user who runs a field-service business with about 15 employees describes eight months of agent jobs: post-job follow-up emails, inbox triage, appointment confirmation texts, and staged past-due invoice reminders. By their account, Google reviews rose from about 2 to 8-10 a month, no-shows fell from about 12% to 3%, average days-to-payment fell from about 34 to 19, and they save 10-12 hours a week. They also say automated lead screening and social posts flopped because customers could tell it wasn't them. The original post did not include the exact wording. Tool: Other. Source: https://www.reddit.com/r/EntrepreneurRideAlong/comments/1rpb06h/the_boring_backoffice_stuff_i_finally_stopped/ https://agents-101.com/use-cases/claude-0002/ https://agents-101.com/use-cases/claude-0002/ Sun, 11 Oct 2026 12:00:00 GMT Books and paperwork Recurring financial reports built by hand from accounting exports take hours every week. A business owner built a WIP (work-in-progress) report generator with Claude Cowork. They feed it their QuickBooks file and open purchase order file, and it instantly creates the WIP reports. They say putting these reports together used to take 6-7 hours a week. The original post did not include the exact wording. Tool: Claude. Source: https://x.com/juiceboxlines/status/2028451420525994079