Work & Operations AI agent use cases
208 real things people got AI agents to do in Work & Operations, each with what they asked, how it went, and the prompt to copy.
Answer data questions and build dashboards from the warehouse
Cognition's team uses a Devin variant called DANA to query their data warehouse, build dashboards and answer data questions, and Devin fills out report forms.
Answer dental clinic calls and manage appointments with n8n
The author built a voice AI for a dental clinic that books, reschedules and cancels appointments, checks slots and answers common questions.
Apply for jobs and turn notes into coding prompts
Commenters describe a Grok Bot that searches and applies for jobs using a supplied resume, and another that rewrites shorthand notes into prompts for Cursor via CLI.
Automate a day job as an automation engineer
The poster has Claude act as an automation engineer, doing design and research work and finding related docs and indexes for their job.
Automate client onboarding and schedule PDFs
An n8n workflow triggered from a Google Sheet generates a PDF training schedule, emails it to the client with reminders, and cleans up the temp file.
Automate email replies, form data extraction, and lead notes
A poster tried Lindy and Gumloop for drafting email replies, pulling data from forms, and wiring small AI workflows around lead handling and notes.
Automate follow-ups and inventory tracking for a food distributor
Built agents for a wholesale food distributor that ran on Excel, calls and email, including inventory tracking and a copywriter agent for outreach emails.
Automate freelance admin with a morning briefing agent
An OpenClaw agent sends a Telegram morning briefing, drafts weekly client status emails sent after one-tap approval, and chases follow-ups, cutting admin from about 9 hours to 20 minutes.
Automate invoice organizing and monthly invoice emails
The author demos Cursor sorting inconsistently named invoice files and handling monthly invoicing by editing a PDF, attaching it, checking the recipient and sending the email.
Automate invoices, payments, and refunds
An n8n workflow manages invoices, payments, and refunds, updating records with status, PDF links, and timestamps.
Automate monthly bookkeeping with Claude Code
A newsletter operator has Claude Code rename files, categorize expenses, match invoices to payments and build summaries, cutting about 6 hours to 20 minutes.
Automate payroll tax and garnishment cheque processing
A payroll team built an agent to process tax and garnishment cheques, building missing tools when it hit a system limitation.
Automate recurring work with scheduled Cowork tasks
The author tested six scheduled tasks: email briefings, file cleanup, Stripe reporting, invoice reconciliation, notes tidying and flight price tracking.
Automate SaaS bookkeeping and reconciliation in Zoho Books
Hermes Agent handled payables, bank import, bill posting and Stripe reconciliation alongside a human accountant, but needed 7 corrections including a tax-amount bug.
Automate web-form entry and Gmail cleanup
The author tested Claude for Chrome on repetitive forms, where it started entering wrong data and slowed down, and on archiving newsletters and starring urgent Gmail messages, which saved a few minutes.
Block spam and deliver morning briefings
Grok Bot blocks spam in email, LinkedIn and calendar invites, sends morning updates on critical items, and keeps working on a business launch while the user is away.
Book tutoring appointments over WhatsApp
An agency owner built a WhatsApp agent for a tutoring company that books calendar appointments, shipped in two days for a $5K fee.
Build a 52-node n8n workflow
Claude computer use built a 52-node n8n workflow in one afternoon that would normally take three weekends.
Build a newsletter performance dashboard without coding
A non-coding media operator had Claude Code build a dashboard tracking newsletter performance across a network in about 30 minutes; a solo CFO built an expense system.
Build a personal assistant for email, briefings and planning
Marc Bara added 50+ capabilities to Hermes Agent over 15 days, including email triage, briefings, calendar planning and an MCP link to his invoice system.
Build a Telegram bot that sends emails and checks calendar
Julian Goldie used Replit's agents and automations feature to build a Telegram bot that sends emails and checks his calendar, taking 28 messages; the feature is in beta and buggy.
Build an expense and inventory tracking app
A user had Manus create an app to track their business expenses and inventory, and says it works as envisioned.
Build an invoice platform that flags anomalies
A non-developer used Replit and Claude to build an invoice platform that flags high-value invoices, sends payment reminders and catches duplicates; on 130 demo invoices it found four anomalies.
Build dashboards and troubleshoot support cases
Commenters use Microsoft Scout to build a dashboard that persists across reboots and to document and troubleshoot support cases end to end.
Build presentations and spreadsheets from web research
A user had Agent Mode build a presentation, draft an eBook and turn web research into spreadsheets; the author said the design was not award-winning but saved hours.
Build profit/loss statements for rental properties
Meta Muse logged into property software and built profit/loss statements for every rental property.
Build YouTube analytics reports and lead outreach with Claude Code
Claude Code pulled YouTube analytics via API into a verified Excel file, built a job-tracking app, and found and enriched sales leads with outreach.
Bundle monthly vendor invoices for the accountant
A scheduled bot pulls vendor, date, amount and invoice number from PDFs, bundles a month with an index, and waits for approval before sending to the accountant.
Call and text appointment reminders every morning
An n8n workflow pulls the day's Google Calendar appointments, places automated voice calls via Retell AI, then sends follow-up SMS through Twilio.
Catch and prepare an unsent invoice for approval
An early tester's dot noticed an invoice to a publication was unsent and prepared it for approval.
Chase unpaid invoices and paperwork by email for small firms
An agent watches for unpaid invoices and paperwork, emails people until they say yes, no, or pay, and escalates decisions to the owner.
Check a domain's email records and fix missing DMARC
An agent ran a mail check on its own domain, found no DMARC record, and after one TXT record was added the score rose from 80 to 96.
Check hotel reservations and guest check-ins on Booking.com
A small-hotel owner in Riga runs scheduled Cowork tasks that use Claude in Chrome to check reservations and verify check-ins in the Booking.com admin panel.
Check supplier invoices for duplicates and missing GST
Invoices arrive in a shared inbox, an AP tool extracts details, and an agent checks them against prior transactions to flag duplicates, wrong amounts or missing GST.
Clean inbox and draft social posts in your voice
Grok Bot logged into apps, cleaned and analyzed an inbox, drafted X and LinkedIn posts in the user's voice, and ran workflows overnight, pinging for decisions.
Collect and summarize async standup updates
Zapier's internal agents gather async standup updates and summarize them, letting teams replace five daily standups with two weekly sessions.
Collect shower glass supplier quotes by email
OpenClaw emailed shower glass suppliers, collated responses, and handled the back-and-forth in a chat thread.
Contact job candidates for initial HR screening
A job seeker reports an AI agent calling and emailing them for a first HR screening.
Create AI notetakers for meetings
A user who moved from n8n to Lindy uses it with Outlook and Slack to create and manage AI notetakers so they no longer take meeting notes by hand.
Create assessments and grade papers for classes with ChatGPT
A teacher's co-teacher uses ChatGPT to create assignments and tests, with commenters also using it to grade papers and create texts.
Create bills in QuickBooks from supplier invoices
A commenter uses an AI agent connected to QuickBooks Online, email and Drive to check the books and turn supplier invoices into bills.
Delegate calendar, inbox and travel booking to a personal work agent
Authors use Cowork or Claude Code to schedule invites, triage email, book flights and hotels, pull Airtable data and scrape exhibitor lists.
Delegate to-do items to AI agents
An agentic to-do list lets agents pick up assigned tasks, mark them in progress, complete them and return them to a review inbox for approval.
Deliver scheduled article digests to Telegram with OpenClaw cron jobs
A developer fixed OpenClaw cron jobs that ran without delivering by turning thinking mode off, after which six articles reached Telegram in 30 seconds.
Design product labels and produce SDS sheets
A seller used Manus to design product labels, turn customer testimonials into an updated file, and create SDS sheets.
Draft and send an email through Gmail
Comet wrote an SEO email and sent it to the author without asking for review; it arrived with markdown formatting problems.
Draft email replies and add calendar invites with Claude
A writer built a scheduled Claude agent using Gmail and Calendar connectors to draft replies and add invites to the calendar.
Draft email replies and LinkedIn posts with n8n workflows
The author built n8n workflows that draft Gmail replies for approval, generate LinkedIn posts from a topic, and extract tasks from emails into Google Tasks or Notion.
Draft follow-up emails automatically when no reply arrives
A user set up a Lindy flow that watches sent emails, waits for a reply, and drafts a follow-up if none comes.
Draft lesson plans and school paperwork for teachers with ChatGPT
A teacher used ChatGPT for lesson plans, reflections, PowerPoints, assessment notifications, and marking, saving hours of planning.
Draft parent-teacher communications with ChatGPT
A teacher says ChatGPT handled all their parent-teacher communications for a month, and they also tried it for lesson planning.
Draft replies to podcast listener emails and log story ideas
Blake Oliver's Zapier Central agent watches Gmail for contact-form emails, drafts replies, and copies each original into a Notion database of story ideas.
Drive desktop apps with an agent to move files
A poster describes months of driving desktop agents against real apps; in one task the agent misread a modal and kept reporting success while moving nothing.
Email a weekly digest of payment notification emails
An n8n AI workflow reads labeled payment emails in Gmail, pulls the top three takeaways from each and sends a Sunday digest.
Email daily ClickUp digests to stakeholders
A Make.com scenario sends a daily email digest from ClickUp to stakeholders without ClickUp accounts, and adds contacts to a selected action item.
Email scheduled project summaries with Codex
A guide sets up a Codex automation that reads project files on a schedule and emails a weekly summary via the Gmail plugin.
Evaluate hiring candidates against competency levels with GitHub Copilot
A commenter built a basic hiring agent loaded with competency definitions and levels for HR evaluation work.
Extract action items from Teams and schedule meetings
An early Scout user had it summarize Teams threads across tenants, find a buried meeting request, check calendars, schedule it and send confirmation.
Extract expenses from receipt photos sent via chat
A bookkeeping assistant for freelancers and small businesses reads receipt photos sent through Telegram or Discord and extracts vendor, amount, tax, category and date.
Extract invoice data and file it into a bookkeeping sheet
A self-hosted n8n workflow extracts accounting data from uploaded receipts and invoices with OpenAI, then after user review files the originals and appends data to a yearly sheet.
Extract purchasing-card receipt data into a report cover sheet
A Duke staff member tested Cowork on a receipt PDF; it crashed partway, though it handled a folder of PDFs and wrote results to an outputs folder.
Extract vendor PDFs and create QuickBooks invoices
A custom integration built with Claude Code extracts data from vendor PDFs and creates categorized invoices in QuickBooks Online.
File roofing permits and inspection forms online
A roofing contractor had Grok Bot fill out and pull a permit, book an inspection through a captcha-protected form, and email two job-notification forms to his insurer.
Fill forms and run multi-step workflows in your own browser
A review of Manus Browser Operator, which works in the user's Chrome session with their logins for form filling and multi-page workflows.
Fill out 50 forms from public information
A user had Claude complete 50 individual work forms using public information, then proofread them and found them accurate.
Fill slide decks and turn notes into formatted documents
Claude in Chrome fills a PowerPoint template from a short brief and turns scattered meeting notes into a formatted Word doc exported as PDF.
Find discounted bank-owned homes and list them as midterm rentals
MidtermMate agent finds discounted bank-owned homes in a region, estimates local rents, and helps list them as midterm rentals, shown in a video demo.
Generate and send invoice PDFs for approval
An AI skill prepares an invoice PDF for work or reimbursements and emails it to the user, then sends it once he replies yes or with corrections.
Generate invoices automatically from a template
A freelancer built a Make.com automation that fills a professional invoice template to create invoices automatically.
Generate weekly leadership reports and handle feature requests
A supervisor Zapier agent delegates to sub-agents that write weekly leadership reports from Jira data and handle feature requests via a Slack slash command.
Give a teacher a Claude Code workspace for lessons and reports
Built a Claude Code workspace for a teacher that remembers curriculum, grading style and class size to produce lesson plans, report comments, parent emails and rubrics.
Give an agent a phone number to make and answer calls
David Ondrej gave his Hermes Agent a phone number so it makes and answers calls and runs tasks while he sleeps.
Grade papers and build lesson plans for teachers with ChatGPT
Author built a proof-of-concept app using ChatGPT prompt templates to grade papers, generate lesson plans, and give feedback.
Grade papers and build lessons with Claude Cowork
A teacher says Claude Cowork saved hours on curriculum design, grading papers, making PowerPoints, and analyzing student grades.
Hand a day of busywork to Cowork
The author gave Cowork a day of busywork, including pulling numbers from three sources into a report that needed light editing and a scheduled weekly metrics report; screen-driving was slower and needed nudges.
Hand a one-person business to AI agents for a week with Claude
A solo owner handed their inbox and scheduler to a network of AI agents for seven days; the result was profitable but uncomfortable, with few details given.
Handle incoming emails with automatic triggers
Grok Bots watch incoming email, summarize, research, draft replies, extract invoice details, flag urgent items and complete next steps with connected tools.
Handle routine email tasks and follow-up reminders with a personal assistant
Author built an n8n personal assistant that handles about 70% of routine email tasks and sends reminders for tasks waiting on others, after fixing early quirks.
Have Claude implement most of a day job's work
The poster gives Claude work tasks and has it implement most of the functionality, though the last 10% still takes the most time.
Learn personal scripts from a tools folder
Claude Cowork read a folder of personal scripts for email, CRM, research and drafting, added them to memory, and carried the capabilities to a new interface.
Let agents edit Word documents via MCP
An MCP lets AI agents edit Word documents, handling the OOXML mechanics, originally built for pharma regulatory document editing.
Let agents fill out web forms using text-grid page rendering
Author built TextWeb, a text-grid browser so LLM agents can fill out job applications without costly vision models.
Let the bot email customers from your own domain
The poster set up a custom-domain mailbox as an MCP connector for Grok Bot, plus a webhook so new mail triggers an automation.
Log tenant maintenance requests for rental properties
In a vendor demo, Claude Code connected to TIDY's MCP server logs maintenance requests, notifies a handyman and escalates an urgent issue.
Look up user records and update downstream steps
A poster used a Zapier agent to find user records and update later steps, but it failed when source data had latency or formatting mismatches.
Make auditable rule-based decisions with RAG-written explanations with Claude
A Rete rule engine decides loans, fraud and triage cases, then RAG over policy documents has an LLM explain the verdict, with an MCP server available.
Manage 18 agents from a Notion workspace
Notion used as the control plane for a fleet of 18 OpenClaw agents.
Manage an inbox and book jobs as an office manager
Users run Grok Bot as an inbox manager and as an office manager that takes work orders, plans capacity and books jobs across Gmail, Slack, and ServiceTitan.
Manage calendar and email with an agent
The poster gave an agent calendar and email access for two weeks; it handled much but sent a reply unapproved, double-booked on a timezone error and declined a wanted meeting.
Manage email, calendar and tasks from Slack with Make
An agent built on Make.com with Gmail, Google Calendar and Notion triages emails, checks the calendar and adds tasks on Slack commands.
Manage files in a chosen folder with an agent
The author built an open-source desktop agent that works inside a chosen folder, reading and writing files and asking before changing anything.
Manage rentals and arrange apartment tours with Claude
A property manager's team uses Claude in Chrome for routine management work, with a database so the AI can answer questions and check schedules to help arrange apartment tours.
Migrate FreshBooks account data to Google Sheets
A commenter used Comet to move five years of FreshBooks account data into Google Sheets.
Monitor construction project risk and alert the lead
A builder made an n8n and Gemini watchdog that checks schedules, budgets, procurement, labor, weather and site reports, finds the main bottleneck, and alerts the project lead.
Organize Canvas courses with an in-platform agent
Instructure says early adopters use its IgniteAI Agent to rename modules consistently, bulk-change due dates, and rebuild course pages; this comes from a vendor video with no named users.
Organize deal flow with specialist bots for invoices and inbox
Connected to WhatsApp and Notion, five specialist bots handle invoices, inbox cleanup, CRM updates and follow-ups; the author expects to save five to six hours a week.
Pick the cheapest capable model per task for CRM and email work
A user had their OpenClaw agent rewrite its own code to add a throttle module that picks the cheapest capable model for tasks like CRM analysis and drafting outbound emails.
Plan the workday across calendar, tickets, email, and docs
A planning agent that works across Google Calendar, Linear, Gmail, and Google Docs through MCP.
Prep meetings and check inbox against calendar with Muse
The author ran work tasks in Muse: it found the right email thread for meeting prep and cross-checked emails against the calendar for conflicts, though inbox prioritisation was weak.
Process a sales order from verification to client email draft
Grok Bot logged a sales order, checked the PI against the PO and bank slip, fixed a deposit date error, built a commission register and packing list, and drafted a client email in Gmail.
Process and query email across providers via MCP agents
A developer built an email intelligence product using agents and MCP, running on open-source models, that lets LLMs query Gmail and Outlook mailboxes; in private beta.
Process supplier invoices from Gmail through approval and payment
An n8n pipeline extracts invoice data, checks duplicates and suppliers, routes high-value invoices for approval, then creates accounting entries and schedules payment.
Produce competitor research reports and build a landing page
A team ran a multi-source competitor research report and a working landing page build through Manus, logging output and fixes needed.
Pull action items from emails with Claude Code
After seeing Claude Code extract and organise action items from emails in plain English, Becky tried it and built four apps in three weeks.
Pull invoices from Gmail and organize them
The poster built a tool that pulls invoices from Gmail and organizes them with AI, with possible QuickBooks or Xero integration.
Pull wallet data from dashboards into a spreadsheet
Claude computer use operated the desktop, handled logins and modals, and entered wallet numbers into a spreadsheet over 19 minutes.
Read and edit Word, Excel, and PowerPoint files
OfficeCLI is an office suite built for agents to read and edit Microsoft Office files.
Reconcile bank statements with invoices
Cowork cleaned vendor names, categorized expenses, matched invoices to transactions, flagged missing ones, built an Excel file and renamed invoice files.
Reconcile industry files and chase clarifications with agents
An agent workflow ingests a complex industry file, loads it into a database, spawns agents to check it against work in flight, and contacts people to resolve bad data.
Reconcile orders, draft invoices, and order laptops nightly
ChatGPT pulls completed orders, checks them against the CRM, drafts invoices, logs deals in Sheets, and ordered two laptops from Apple and a return box.
Record how you work, then automate the repetitive parts
Screenpipe records screen and audio locally and gives agents a searchable memory to turn repeated tasks into procedures.
Record meetings and suggest answers live from uploaded files with Claude
An open-source Mac recorder transcribes calls and, using the user's uploaded files, suggests answers when it hears questions.
Regrade assignments and update grades in Brightspace
A professor had an agent regrade TA-graded assignments, verify answers with Claude, and revise grades and feedback in Brightspace, catching missed issues.
Reschedule meetings and send daily briefings
OpenClaw checks availability, updates events and drafts confirmations for reschedule requests, and sends daily briefings via messaging apps.
Research calendar guests and send a Slack briefing
The author built a Zapier agent that researches Google Calendar guests via web search, drafts a short summary, and sends it on Slack.
Resolve routine support tickets and prep daily briefings
Lindy agents handle routine support tickets and, for one founder, prepare daily briefings and manage calendar conflicts, per a vendor-published case study.
Review contracts like NDAs and SaaS agreements in Claude Code
The author built an open-source contract-review skill for Claude Code and other AI coding tools to review NDAs, SaaS agreements, vendor terms and merchant agreements.
Review Slack channels for business issues
Lindy reviewed Slack activity across sales, support, inventory and reviews for a clothing business and returned a report on demand, support issues, low stock and feedback.
Revise courses from student evaluation feedback
A professor had Claude Code summarize course-evaluation PDFs, filed themes as GitHub issues, and used agents to revise his security course and two others.
Run a business assistant that resumes project work
Poster linked a ChatGPT-based assistant to OpenClaw on an old Mac to resume project work, but it keeps forgetting the app's business goals and audience.
Run a commercial real estate business with an AI agent
Drew McAllister's agent flagged counteroffers by text, built owner follow-up lists, tracked bids, drafted emails, read lease redlines and flagged deadline conflicts.
Run a company autonomously
Andon Labs on why they built Pion, an agent designed to run any company on its own.
Run a consulting business with an AI chief of staff
A consultant uses Manus for daily briefings, competitor monitoring, inbox triage, market mapping, and making decks, reports and websites, delegated via Telegram.
Run a daily chief-of-staff agent across inbox, calendar and CRM
A surgeon runs about twenty scheduled Cowork tasks that triage email, prep meetings, flag stale deals and leave drafts ready in a dashboard.
Run a meeting assistant that handles meetings and summaries
A commenter built a meeting assistant with Lindy that had been running for a week, handling meetings and producing summaries.
Run a one-person studio's office work with a bot team
Fourteen Grok Bots handle research, briefs, infra checks and Buffer social queuing; one turned an itch.io comment into merged Amiga fixes in under a day.
Run a personal agent through Slack with memory notes and a live dashboard
The author runs OpenClaw on a dedicated machine, talks to it in Slack, keeps daily memory notes, and tracks its tasks and actions on a dashboard.
Run a scheduled personal assistant that builds a task dashboard
A Rippling engineer's Cursor cron agent runs every two hours, reading Slack notes, GitHub PRs, Jira issues and mentions, deduplicating them and posting a dashboard.
Run a shared team agent for calls, approvals and tasks
Nikki set up a shared Hermes Agent for a startup team that pulls call context, handles approvals and creates tasks using shared Obsidian knowledge.
Run a Shopify store overnight with an agent fleet
NightShift detects store issues overnight, auto-fixes safe ones, and audits every action, shown in a YouTube demo.
Run a solo company with eight agent departments with GitHub Copilot
A founder set up CEO, CFO, COO, lawyer, accountant, marketing, CTO, and improver agents that share memory and consult each other.
Run a VC analyst agent over Telegram
A VC set up an OpenClaw agent as an analyst on a cheap VPS, reachable by Telegram, which he says could save dozens of hours per quarter.
Run an autonomous employee-like agent for company tasks
Author runs a self-built autonomous agent on Codex, ChatGPT Plus, systemd and email that handles various company tasks, using a rolling context, diary and markdown wiki for memory.
Run an entire business from the terminal with Claude Code
Poster built a system that runs their whole business through Claude Code instead of Claude.ai; the specific tasks aren't detailed in the snippet.
Run an overnight chief of staff for email and calendar
A Claude Code system triages email at 5:30 AM, preps the calendar, updates tasks, adds drive-time events from traffic data and time-blocks the day.
Run background agents with an email-style approval inbox
A self-hosted desktop app runs background agents, with finished work in Unread and approvals in Action; it began as automating CRM activity logging and meeting prep.
Run bookkeeping and receipt matching in QuickBooks
A user wired AI into QuickBooks, SharePoint and email to attach receipts, forward invoices for checks, add vendors and request W-9s, replacing paid bookkeeping.
Run bots for property sheets and client email replies
A user runs several Grok Bot agents: one updates a Google Drive sheet of properties, one replies to clients in their email tone, and one builds a day-job command center.
Run browser agents for small admin tasks
An educator tried agentic browsers that made a meeting poll, looked up and summarized colleagues' teaching schedules, and reformatted a slide deck, though clunky and slow.
Run business development and sourcing bots on email and Teams
The author runs multiple Grok Bot agents connected to Microsoft email and Teams accounts, including two BD agents and one sourcing agent.
Run communications, PR merges and family tasks with nine bots
The author moved from OpenClaw to Grok Bot, building bots for email in his voice, a daily check of GitHub PRs ready to merge, and household family tasks.
Run company departments with persistent self-hosted agents
A self-hosted company OS runs Claude Code and Codex agents per department, with memory, schedules, phone calls via Twilio, and document/video editing.
Run content research and sponsor outreach with Claude computer use
The author tested Claude computer use in Cowork and Claude Code over two days on six workflows including research, sponsor outreach and product listings.
Run cron agents for inbox, research and site audits
The author runs two OpenClaw agents with 12 cron jobs covering inbox scanning, article indexing, research digests, Search Console analysis, site audits and health monitoring.
Run dental office queries, scheduling and reminders with a chatbot
An AI chatbot deployed on a website and WhatsApp answers queries, schedules appointments, and sends reminders for a dental office.
Run LLM assistants over company data with RAG in n8n
A commenter used multiple LLM assistants in an n8n project at their company, handling AutoCAD Forge API calls, parsing, embedding and RAG across company data.
Run multi-step tasks with model switching
@dani_avila7 tested Perplexity Computer on multiple tasks, where it picked Gemini 3 Flash for some steps and Opus 4.6 for code writing.
Run nightly briefing pipelines with scheduled tasks
The author uses Claude Code cloud scheduled tasks for nightly pipelines that scan work, generate retrospectives, and assemble morning briefings.
Run OpenClaw bots for repo upkeep, note-taking and team Slack help
User runs OpenClaw bots that maintain a personal repo, take notes and send news summaries, and in Slack summarize meeting notes and answer team questions.
Run oral final exams with a voice agent
A professor used a voice agent to examine 36 students over 9 days, with an LLM council grading transcripts and surfacing class-wide gaps.
Run portfolio, attribution and real estate analyses with Agent Mode
A reviewer ran ChatGPT Agent Mode through five business tests, including equity portfolio analysis, marketing attribution and real estate scenarios, noting where it needed babysitting.
Run roadmap, support inbox, calendar, and todos
OpenClaw manages a Linear roadmap, prioritizes support conversations, handles calendar and todos, checks notifications, and manages sponsorship opportunities.
Run routine store checks on delayed orders and stock with Claude
A commenter runs Claude against their store to check delayed orders, stalled tracking, and stock issues; the poster is connecting an assistant via MCP.
Run scheduled specialist bots with a daily chief-of-staff brief
From one setup message Grok Bot made five weekday-scheduled specialist bots and a 9:00 brief combining their output; connectors timed out and jobs sometimes came back half-finished.
Run shopping, trip planning and project tracking with a dot
A reviewer's dot flagged a failed payment unprompted but only read and reported it; a shopping site blocked it and follow-through was unfinished.
Run side hustle invoicing, payments and bookkeeping with Claude
A side hustler connected their bank to Claude via MCP and QuickBooks so an agent handles invoicing, contractor payments, expense tracking and bookkeeping.
Run ten business tasks through an always-on agent
A reviewer tested Dots on product research, publishing a webpage, content planning and scheduled jobs; inbox triage and follow-ups needed supervision and a spreadsheet had broken formulas.
Run varied business tasks through a general agent
Reviewers gave Manus 15 tasks including competitor analysis, itinerary, content calendar and PDF summary; most succeeded, some partial, one API integration failed.
Run warehouse paperwork, SOWs and billing automatically
A custom AI system for a warehousing client reads receipts, estimates and invoices, generates SOWs, runs billing and handles 28 background automations.
Run work scripts in Cowork on staged documents
A user runs Claude Cowork on a headless machine, staging cloned documents so it can run the scripts and programs needed for work.
Schedule meetings by email and update the calendar
The poster built an agent that reads emails, checks calendar availability, replies with a meeting time and adds it to the calendar.
Schedule meetings by email from forwarded requests
A user built an AI scheduling assistant that takes forwarded emails, coordinates times with recipients by email, and adds Zoom links to the calendar.
Schedule meetings, tidy Drive and log reward balances
Claude in Chrome drafted meeting-slot emails from Calendar, sorted 900 Drive files into folders and removed about 50 duplicates, and replayed a recorded reward-balance workflow into a spreadsheet.
Schedule prospect meetings and log them in the CRM
A Lindy agent replied to prospect emails with time options, booked the chosen slot, logged it in HubSpot and sent a pre-call brief.
Scrape websites with a plain-language browser agent
A how-to guide shows Microsoft Scout driving a Playwright browser from a prompt to scrape sites, capture screenshots, fill forms and export data.
Screen 115 job candidates with parallel agents
A team connected Notion to Claude Code, dispatching one agent per candidate to check data and GitHub evidence against a rubric, producing a ranked shortlist for $65.
Screen candidates and summarize resumes with AI
Commenters describe AI used to summarize resumes, mass-screen candidates, skip boolean queries, and an agent that screens candidates anytime.
Screen job applications and summarize in a digest
A hiring manager used Zapier Agents to pull in applications on a schedule, summarize them, filter out mismatches, and optionally reply to applicants.
Screen job candidates and log scores in the CRM
A Lindy recruiting screener transcribed interviews, scored candidates against set rules and logged results in the CRM, per a hands-on vendor-blog test.
Send a 7am daily brief from email, calendar and Todoist
A personal agent runs at 7am, checks email, calendar and Todoist, pulls likely follow-ups and delivers one daily brief instead of the full inbox.
Send emails from a signed-in inbox
A commenter reports ChatGPT agent actually sent emails after the user signed into their email account, and asks whether it can buy plane tickets.
Send tone-adjusted overdue invoice reminders
An n8n agent checks customer payment statuses, finds overdue invoices, picks a polite or firmer tone by days overdue, and emails reminders, skipping already-reminded customers.
Set tax and contract reminders and review contracts
Karina Chow had Claude Cowork set email reminders for quarterly tax deadlines, contract end dates, and state law changes, and help with contract review and market rate analysis.
Sort 400 PDFs into folders
A user had Claude Cowork read 400 PDF files and sort them into different folders.
Source and screen candidates and reply over WhatsApp
Recruiters run OpenClaw to monitor GitHub for new contributors overnight, score resume folders against a job description, and draft WhatsApp replies held for human approval.
Source and screen candidates with voice agents
An unnamed staffing firm used voice AI agents to contact and screen candidates, reportedly reaching 2,000 in a week; weak, vendor-adjacent account.
Source recruiting candidates on LinkedIn and build valuation models
ChatGPT Agent logged into LinkedIn, filtered YouTube manager candidates in Bangalore into a spreadsheet, and in another demo built an Excel valuation model from company financials in 17 minutes.
Source suppliers and negotiate deals overnight
An agent found suppliers for an online store, negotiated, handled a sample refusal, and locked in $4.50/unit for 100 pieces needing one decision from the owner.
Speed up multifamily deal research and property summaries
A multifamily broker uses AI for market research, comps analysis, property summaries and chasing property details, but not for negotiation or relationships.
Summarize email and prep briefings from your phone
A Fortune writer used Claude Dispatch with Cowork to summarize and pick out important emails, plus recurring morning briefings and meeting prep from the calendar.
Summarize emails and draft replies with Gemini Gem flows
The writer plugged a custom Gemini Gem into Workspace Studio flows that run in the background, summarize Gmail messages and create draft replies to review and send.
Summarize newsletters into a Notion database
An n8n workflow retrieves newsletters, summarizes them with an LLM and stores them in Notion, splitting long summaries to fit block limits.
Summarize service calls and find local customers
Grok Bot listens to phone calls and posts summaries and to-dos to Slack, and scans Reddit daily for local customers, creating Notion pages and calendar appointments for a home service business.
Summarize the day's new emails and manage meetings
A user asked an AI assistant to summarize emails received that day and got a summary in under 30 seconds; it also handles meeting summaries, action items, calendar and drafts.
Summarize transcripts and build documents with Codex
A guide shows Codex summarizing transcripts into a Word doc, building an Excel revenue model and making carousel images from a document.
Surface unanswered emails from the past week
Author had Devin build a Gmail API assistant that lists unanswered emails from the past week, since Attio lacks that tab; he wrote the auth part himself in Cursor.
Teach a bot a workflow by screen recording
Grok Bot learns a task from a screen recording and repeats it; a reviewer taught one to pull newsletter stats without an API.
Test AI annotations on student problem sets with Claude
A chemistry professor ran 11 students' problem sets through Claude to see if its annotations could help manual grading; the project was accidentally left public, exposing student information.
Triage 1,847 unread emails into folders with draft replies
An AI agent read email subjects, sorted them into 6 folders and wrote 12 one-line draft replies in 40 minutes.
Triage a founder's inbox with Claude Code and Gmail MCP
A team connected a Gmail MCP server so Claude Code reads the inbox, labels messages and drafts replies, plus calendar prep and reports.
Triage an inbox and plan a trip with Gemini Agent Mode
A writer had Gemini archive messages in 100+ unread emails and leave reply drafts, and describes it comparing hotel prices and holding a room.
Triage and draft replies for three email accounts
An OpenClaw agent drafted routine replies at about 70% ready quality and cut inbox processing from 10 to 2 minutes, though some things broke.
Triage email by voice while walking
Allie Miller used ChatGPT voice mode with Codex to triage important emails, draft replies, archive or delete items and log action items.
Triage inbox and prep meetings (with a failed attempt)
A Trustpilot user said Lindy made their inbox worse by missing urgent mail and hiding meeting invites, while the review says triage, briefs and CRM updates work.
Triage inbox, draft replies and manage calendar from a desktop agent
A reviewer used Scout to summarize a Microsoft 365 inbox, draft replies, manage calendar events, browse and work with local files; it needs the app open and can be costly.
Triage unread email with an approval step with Make
Author built an agent that runs when unread emails arrive and analyzes each one, without auto-replying absent approval.
Turn booking confirmation emails into calendar events
An n8n workflow extracts details from booking emails and PDF attachments and creates calendar events in a dedicated calendar, built for a CEO's flooded inbox.
Turn email invoices into a live financial dashboard
An n8n workflow scans emailed invoices, extracts supplier, amount, date and description, and feeds a real-time Google Sheets dashboard.
Turn Gmail action items into an AI to-do list
A Chrome extension scans a messy Gmail inbox, calendar invites and follow-ups and turns the action items into a to-do list.
Turn lead CSVs and sales data into dashboards
Manus turned a large lead CSV into a dashboard in about 20 minutes and charted coffee shop sales data with Python, though it sometimes looped and drained credits.
Turn Notion PRDs into scoped Linear tickets
Devin's docs describe reading a Notion PRD to create Linear tickets, producing implementation plans for a backlog, and posting customer health summaries to Slack.
Turn receipts into CSV for bookkeeping
Poster built a custom GPT that takes receipts and outputs a CSV for copy/pasting into books, with a caveat that it shouldn't be blindly trusted.
Turn Slack and call transcripts into Claude Code tasks
The poster wants a persistent Claude agent that watches Slack and call transcripts, spots tasks, and drafts the Claude Code prompts, removing them from the loop.
Turn Slack messages and sheet rows into Linear issues
Lindy workflows create Linear issues from Slack messages or new Google Sheet rows and write the issue link back to the sheet (vendor description).
Turn trip receipts into an expense report and triage files
The author used Cowork to build an expense report from 47 receipts, pick what to read from 4,992 files and make slide decks via Gamma.
Turn voice notes into Linear tickets and review analytics
The author built Codex skills that convert voice notes into formatted Linear tickets, review YouTube analytics weekly, and run nightly self-improvement automations.
Validate invoices against inventory and create purchase orders
An n8n workflow built for a client matches invoice data to a Google Sheets inventory, creates ERP purchase orders and notifies purchasing; about 90% of invoices are handled automatically.
Write end-of-sprint changelogs from completed tickets
A PM has Claude Cowork read completed Linear tickets, pick what matters, draft the update and suggest email or in-app format, replacing about an hour per sprint.