With so many claims about what AI agents can do, it helps to look at what people have actually done with them. This page lists the use cases we found most interesting out of the whole Agent Sightings directory.
Every case comes from a public, first-hand post, links back to its source, and has a summary and reusable prompt written in our own words. They cover coding, email, money, travel, shopping, research, home life and more.
What makes a case stand out is usually a combination of real benefit, a clear task and a result that would have taken a person much longer. Many of these also show sensible habits, like asking the agent for a plan first or approving the final step yourself.
Use this list as a starting point for your own ideas. Open any case to see what the agent did, why it matters and how you could try it yourself.
What is in this guide: 60 sourced cases, added between 2026-10-15 and 2026-10-15. The tools that come up most often are Meta Muse (9), Custom agent (9), OpenClaw (8), and the cases mostly sit under Travel & Booking (20), Shopping (13), Home & Family (10). They were reported on X (25), Reddit (13), Blog (10). If you only have a few minutes, start with the top three: “Negotiate a car purchase between dealers”; “Win a flight refund dispute”; “Set up nightly smart-home routines by voice”.
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
Negotiate a car purchase between dealers· OpenClaw · Shopping Case study takeaway: AJ Stuyvenberg ran OpenClaw with access to his email and browser. It researched Reddit prices, searched dealer inventory within…
Win a flight refund dispute· ChatGPT · Travel & Booking Case study takeaway: through ChatGPT, a person who had booked an IndiGo flight that had been cancelled has claimed that they were able to win a…
Set up nightly smart-home routines by voice· Alexa+ · Home & Family One practitioner notes that the writer, a Tom's Guide reviewer and parent, had upgraded to Alexa+. She spoke one sentence to Alexa+ asking it to dim…
Negotiate a lower fiber bill with AT&T chat· Meta Muse · Finance Case study takeaway: despite retaining the bundle discount and no contract, Meta Muse managed to negotiate with AT&T support chat to reduce the…
Rebook a work flight to save money· Custom agent · Travel & Booking A published walkthrough shows arden monitored Someone's booked Zurich work flight. It sent a text proposing a rebook that would save $7,750 and…
Order family groceries from fridge contents· Grok Bot · Home & Family According to the write-up, the parent says Grok Bot is connected to a Samsung fridge, where it can view two camera-visible shelves, and they…
Negotiate bills, handle returns and cancel subscriptions· Meta Muse · Shopping Muse challenge lore from Meta folks: AT&T bill talked down, Amazon returns queued, IKEA furniture sent back, vet claim filed, dusty book-club sub…
Book the best-priced flight and later refund it· Claude Code · Travel & Booking A published walkthrough shows someone asked Claude Code to find the best price, and it booked the flight on its own three months ahead. Separately…
Family menu to doorstep delivery· OpenClaw · Home & Family An OpenClaw bot plans a healthy week of family meals, turns it into a shopping list and places the supermarket order.
Travelling abroad with a dog· Manus · Travel & Booking A Manus user shared a plan for a family trip with a pet, covering pet travel rules and dog-friendly stops.
Get a billing dispute refunded by a support agent· Custom agent · Finance Case study takeaway: the company's AI agent produced and issued a refund to a customer who had a dispute with an incorrect Vercel bill.
Cancel an Amazon subscription and get a refund· Codex · Shopping From the linked report, someone asked Codex to obtain a refund for an Amazon subscription. Codex navigated the account settings to cancel it, then…
Build and submit a family quest app to the App Store· Replit Agent · Home & Family Observed in the wild: someone, a mother of three with no prior coding experience, partnered with Replit Agent to develop Kogoto Quest from initial…
Draft a refund demand for an unauthorized renewal· ChatGPT · Shopping Linked example of draft a refund demand for an unauthorized renewal. After Skillshare charged a $24 annual renewal the poster says they had not…
Rebook after a flight cancellation· ChatGPT Agent · Travel & Booking Real-world thread: after the cancellation Someone activated ChatGPT Work mode and directed it to locate replacement flights, arrange the rental car…
Fill out insurance paperwork from hospital records· Claude Cowork · Finance Newborn feeding in one arm, Claude Cowork in the other: Felix Rieseberg dropped hospital PDFs on the agent, pointed it at the insurer portal, and…
Coordinate a cancer patient's records and care· Custom agent · Home & Family Case study takeaway: a family gave a dying relative's medical records to an agent as coordinator; it flagged a wrong pain medication schedule and a…
Find forgotten money and negotiate insurance refunds· Meta Muse · Finance From the linked report, eric Allen asked Meta's Muse agent to search state government databases for unclaimed money, and it ran the scan for his…
Rebook a delayed flight connection mid-flight· Dots · Travel & Booking According to the write-up, denis gave Dot from OpenAI access to its own computer. While he was still on the delayed Alaska flight, the agent…
Run your side of a home insurance claim· Claude · Finance Two months after a burst pipe, Claude reads the policy, files ALE receipts, watches adjuster mail for delays and contradictions, logs estimates and…
Build a DIY slide tower with a subagent· Claude Code · Home & Family A parent spun up a Claude Code subagent to help design and document building a backyard slide tower for their child.
Plan and book a short-notice work trip· Grok Bot · Travel & Booking According to the write-up, user handed short-notice Munich work trip planning to Grok Bot, giving it the destination and constraints of…
Find cheaper car insurance· Meta Muse · Shopping Case study takeaway: startup founder Joseph Devoy Leaned on Meta's Muse agent, launched September 8, for car insurance. Meta's pitch is to prompt…
Do bookkeeping and tax prep from a folder of documents· Claude Cowork · Finance Community report: cowork was pointed at a Taxes folder holding W-2s, 1099s, bank CSVs, mortgage docs and prior-year returns. It sorted files into…
Chase an airline refund dispute· Custom agent · Shopping Observed in the wild: user handed the full $1,200 flight refund dispute to the Instinct agent after two months of airline silence and stall tactics.…
Plan family vacations· ChatGPT · Home & Family One practitioner notes that utilizes ChatGPT Deep Research to search for destinations, attractions, and trips with detailed family instructions, but…
Work queue that runs while you're offline· OpenClaw · Personal Assistant A self-hosted agent with memory files and cron jobs kept working during a flight, building pages and drafting posts, then sent a chat summary.
Weekly meal plans with grocery carts· Meals You Love · Shopping A meal-planning product generates preference-based weekly plans and pushes ingredients into grocery carts.
Watch weekly deals and buy regular items· Grok Bot · Productivity Observed in the wild: the setup used two separate bots: Deals checked weekly for discounts on repeat purchases like energy drinks and cat supplies…
Try to book a Warsaw to London trip· Claude · Travel & Booking Observed in the wild: claude shows up in a write-up about try to book a Warsaw to London trip. The linked post is the primary source for steps and…
Triage car repair requests and reply to customers· n8n · Shopping A published walkthrough shows an n8n workflow receives car repair requests from a web form. The AI classifies each by job type, urgency, and…
Track subscriptions and renewals from Gmail· ChatGPT Agent · Email & Inbox A published walkthrough shows the writer switched on Agent Mode in ChatGPT and gave it access to her Gmail. It searched the inbox for terms like…
Track pantry stock from receipts and buy groceries· Custom agent · Shopping Case study takeaway: user ingests receipts and spending data into a custom service, then exposes a grocery budget envelope plus recipe history and…
Track Las Vegas flight prices and find return flights· Meta Muse · Travel & Booking Real-world thread: for the outbound JSX flight, Muse navigated the booking site, read the price and set up a daily check that notifies on changes.…
Sync family calendars by generating and emailing invites· Grok Bot · Home & Family Linked example of sync family calendars by generating and emailing invites. The thread describes two practical setups rather than a full assembled…
Source suppliers and negotiate deals overnight· Custom agent · Productivity Linked example of source suppliers and negotiate deals overnight. Used Sourcing Expert agent plus Accio plugin connected to Alibaba.com to source a…
Shortlist business-trip hotels into a Google Sheet· Claude · Travel & Booking According to the write-up, you create a /hotel-picker shortcut in Claude in Chrome that starts from Booking.com. It applies the Hotels-only…
Shared grocery list from the family chat· OpenClaw · Shopping Family members message an OpenClaw agent to add items, and it maintains a single aisle-sorted shared list.
Run pet relocation, Airbnb pricing, and disputes· Custom agent · Travel & Booking Observed in the wild: Custom agent was pointed at run pet relocation, Airbnb pricing, and disputes. has the task of managing pet import/export…
Run personal errands like flowers and date nights· Meta Muse · Travel & Booking Documented elsewhere: marshall received early access to Meta's Muse agent. The agent paid his bills, bought flowers, and booked date nights with no…
Run grocery, email and photo tasks through Comet browser· Perplexity Comet · Email & Inbox Case study takeaway: julien Rio paid $20 a month for Comet Pro and gave its assistant logged-in access to Intermarché, his 15-year-old inbox…
Run a homeschooling family on OpenClaw agents· OpenClaw · Home & Family Documented elsewhere: jesse Genet runs five OpenClaw agents, each on its own Mac Mini with limited permissions. She photographed curriculum books…
Run a business assistant that resumes project work· OpenClaw · Personal Assistant Documented elsewhere: the poster used a ChatGPT business account tied to OpenClaw on an old Intel MacBook they had turned into a server, after…
Run a Monday competitor-monitoring brief from job listings· Claude · Personal Assistant Real-world thread: the poster set Claude to run every Monday at 8am with a prompt listing competitors and asking it to check each company’s website…
Reconfigure Home Assistant lighting automations· Custom agent · Personal Assistant Real-world thread: someone prompted an AI to edit Home Assistant automations so any signal turning on the house's bright white LED spots would…
Proposal trip to Japan· Manus · Travel & Booking A writer tested Manus on planning a seven-day romantic trip to Japan from Seattle and reviewed the result.
Plan meals and place grocery orders from a Google Doc· Claude · Shopping Claude covered plan meals and place grocery orders from a Google Doc. The poster says they assembled a workflow with Claude and Muse to run a…
Plan family meals and enter recipes into Grocy· Claude Cowork · Home & Family As described in the source, the builder ran Grocy in Home Assistant and gave Claude Cowork's computer use access to it in Chrome. He supplied…
Plan a trip and book flight, hotel and shuttle· Dots · Travel & Booking Itinerary planning: fine. Shuttle nag: fine. Form filling: fine. Entering 2FA and clicking “confirm” without asking: not fine. Dots therefore left…
Plan a road trip· Claude Cowork · Travel & Booking One practitioner notes that employed Claude as the complete planner for a visit to National Harbor, MD, and it proved to be a helpful resource on…
Plan a group weekend trip and make reservations· ChatGPT Agent · Travel & Booking One practitioner notes that from his phone he prompted ChatGPT to use his full chat history for a long weekend with 8 friends, generate the three…
Plan a family Christmas trip and book flights· Meta Muse · Travel & Booking Linked example of plan a family Christmas trip and book flights. User gave Muse access for budgeting and health/fitness goals.
Plan a birthday evening· Meta Muse · Travel & Booking Community report: Meta Muse was pointed at plan a birthday evening. the agent for Muse arranged a wife's birthday celebration, arranged dinner, and…
Phone a restaurant to book a full table· OpenClaw · Shopping Real-world thread: nick Larkins asked OpenClaw to book a dinner reservation. The online booking attempt failed because the restaurant was fully…
Organize saved recipes and research trip flights· Meta Muse · Travel & Booking According to the write-up, the writer asked Muse, which Meta's account was already linked to, to go through all their saved Facebook and Instagram…