AI agent use cases from Thursday, November 5, 2026

OpenClaw burned tokens and failed a basic email login

Richard tested non-vendor-lock-in alternatives to Grok Bot and was blunt about OpenClaw. He calls the software poorly designed, says it will burn all your tokens unless you hire another AI to keep reconfiguring it, and says it failed basic tasks like logging into email and sending one message. That matches a pattern we already see in OpenClaw posts: powerful when tuned, brittle when left alone. If you try it, start with one narrow job, set spending caps on the model keys, and do not hand it inbox login until a dry run works.

n8n emails a morning ops briefing with Claude

Faraz Ahmed runs hosting and SaaS tools for hundreds of clients, and he was still missing problems that sat in plain sight across dashboards. He built an n8n workflow that pulls server disk and backup state, analytics, subscriptions, CRM movement, inbox volume and refund notes every morning. Code computes the deltas and flags outliers before Claude sees anything. Claude then writes a three-sentence summary, labelled hypotheses and three actions for the day. The briefing lands on WhatsApp and email. In the first week it surfaced an unenforced quota and broken member access. He puts the marginal model cost under a dollar a month at his volume, with the host and APIs already paid for.

His mom booked airline tickets through Meta Muse

Spencer posted that his mom, who still asks how he knows people in viral videos, booked airline tickets through Meta Muse without lifting a finger. He did not share the route or price. The everyday takeaway is that flight booking is one of the first jobs non-tech relatives try with a personal agent: dates, airports, one passenger name, and a card they approve at the end. Keep the final pay step for a person so a wrong date or airport does not charge the card.

Meta Muse got him a refund on Meta Glasses

Francesco says Meta Muse got him a refund on his Meta Glasses, and joked that Muse is saving him money. He did not post the amount or the exact reason for the return. The useful angle for anyone with Meta hardware or a Meta Store order: give the agent the order number, the reason for the return or refund, and tell it to stop before it accepts a store credit if you want cash back. Keep the box and proof of purchase handy if support asks for photos.

Meta Muse booked a kitten's first vet visit

Faris asked Meta Muse to book his kitten's first vet appointment, and it did. Dave posted a similar win the same day: Muse made calls for him and booked a vet appointment. First pet visits are a good phone job for an agent. Clinics ask for the pet's age, species, vaccine history and a preferred day, then offer the next open slot. Give the agent your zip code, how far you will travel, and which mornings or evenings work, and tell it to stop before it accepts a slot you cannot make.

Muse applied fast; Duet stalled without passwords

Sid compared two agents on the same job-search work. He says Meta Muse sent about 148 applications in 22 days, while Claude Duet sent 1 in 10 hours. His read of the gap: Duet stores no passwords, so it cannot finish sites that need a login. That is a real tradeoff, not a scoreboard. Mass auto-apply can also break site rules and send weak applications. If you use an agent for job search, keep passwords in a vault you control, review each application before it goes out, and treat volume as a warning sign, not a goal.

Hermes turns a coffee shop's photos into its newsletter

He describes a setup for a local coffee shop. Staff drop photos into a Telegram chat, and Hermes Agent writes the newsletter and schedules it in beehiiv. Event flyers become a page in beehiiv plus a short follow-up email series. He says it runs for under $5 a month and about five minutes of the owner's time, compared with $800 to $1,500 a month for an agency. He sells setups like this, so read the numbers as his own claim. The idea is useful for any small shop: the hard part of a newsletter is often just turning what happened this week into words.

Hermes Agent cancelled an Eight Sleep membership

Craig said his Eight Sleep setup seemed to overheat him overnight. Matt replied that his had been doing the same, so he put his Hermes Agent in charge of it and cancelled the annual membership. Short and specific: a hardware subscription that stopped feeling safe, handed to an agent with a cancel brief. Keep the account email and last four of the card ready, and tell the agent not to accept retention offers unless you listed them.

Grok Bot got an $85 TurboTax refund and cancelled

He found a charge from TurboTax for an Advantage plan he didn't want to keep. He asked Grok Bot to deal with it. The bot asked TurboTax for a refund of the $85 charge and cancelled the plan so it wouldn't renew. Auto-renewing tax software is a common surprise because people sign up once in the spring and forget about it until the card is charged again. A simple job like this is a good first errand to hand an agent: you know exactly what done looks like, a refund request sent and the plan off.

Grok Bot called 311 after his recycling was skipped

Jonah's recycling can was skipped on pickup day. He had Pam, his Grok Bot, call the city's 311 line. The bot pressed 1 through the phone menu, told the live agent what happened, waited for a person named Lisa, and got a work order opened. The whole call, including menus and hold, took 7 minutes and 18 seconds. City service requests are a good fit for phone agents: the menus are annoying, the answer is usually a ticket number, and you still approve what gets said.

Claude Cowork made the static ads for a Meta funnel

Edgardo's team launched a simple Meta ads funnel and says it brought 401 leads at under $5.62 each. Every static ad in the funnel was made with Claude Cowork, using real photos plus the brand's colors and fonts, with lots of variations to test. Creative used to be the slow step for a small team running ads. The agent did not run the ads account for them; people still set budgets and reviewed what went live. Treat the lead cost as his claim from one campaign, not a typical result.

He says the funnel got 401 leads at under $5.62 each. That's his account of one campaign, not a promise of what you'll get.

A Dot loop burned his weekly ChatGPT Work limit

ST-Automation thought Dot usage would stay off their shared quota. Instead the Dot started a loop inside ChatGPT Work rather than on its own machine, and he says it burned the whole weekly limit plus about 40,000 Codex credits, over €1,000 by his account. He emailed support with screenshots and asked for a review. Always-on agents that can open Work or coding tools need hard caps, and you should watch the first overnight runs. If usage spikes, pause the Dot before you wait for a reply from support.

He says the loop cost his whole weekly limit plus about 40,000 credits, over €1,000. That's his account, not a typical bill.

A ChatGPT Dot with email access caught what he missed

Kevin, in Minneapolis, gave his ChatGPT Dot access to his email. He says it has saved him several times: it caught odd provisions buried in documents, subscriptions he wasn't using, and upcoming commitments he was about to forget. These are three of the most useful inbox jobs for any agent, because the information is already in your mail and you just never get round to reading it closely. Ask for a short regular summary rather than letting it act on what it finds.