Agent Sightings Real agent use cases

AI agents for workflow automation

Traditional automation follows rigid rules and breaks when something unexpected happens. AI agents can handle the messy, judgment-based steps in between, which makes many more workflows worth automating.

This guide collects real examples of people combining agents with automation tools to connect apps, process data and run recurring jobs. Each case links to its source and includes a reusable prompt.

The most dependable automations keep a log of what the agent did and alert a person when something looks wrong. Starting with one workflow and watching it closely for a while is the safest way to build trust.

Pick a case below that resembles a process you repeat, open its page and adapt the prompt. The strongest examples come first.

What is in this guide: 60 sourced cases, added between 2026-10-15 and 2026-11-14. The tools that come up most often are Paradox Olivia (17), Copilot Studio (5), Microsoft 365 Copilot (4), and the cases mostly sit under Automation (60). They were reported on Case study (Paradox) (18), Case study (Microsoft) (14), Reddit (7). If you only have a few minutes, start with the top three: “Grupo Bimbo uses Copilot Studio”; “Use Claude Code in a commercial real estate business”; “Gelato embeds thousands of CrewAI agents to map product catalogs and onboard carriers”.

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

  1. Grupo Bimbo uses Copilot Studio · Copilot Studio · Automation
    Grupo Bimbo built Audit Assist and Comatrix using Microsoft Copilot Studio, deployed via Microsoft 365 Copilot and Microsoft Teams, connecting…
  2. Use Claude Code in a commercial real estate business · Claude Code · Automation
    Observed in the wild: a solo commercial real estate developer said they moved from relying on third-party Argus analysts to building their own Excel…
  3. Gelato embeds thousands of CrewAI agents to map product catalogs and onboard carriers · CrewAI · Automation
    Printers joining Gelato's network had to map as many as 200,000 SKUs by hand, a task that took 9–24 months. Gelato embedded thousands of CrewAI…
  4. ContractSafe uses Dust and Fathom to deploy AI agents across teams · Dust · Automation
    ContractSafe uses Dust and Fathom to deploy AI agents across teams, according to the official Dust customer story.
  5. Pathwork Automates Information Extraction from Medical Records and Underwriting Guidelines with LlamaParse · LlamaIndex · Automation
    Pathwork — LlamaParse is the most accurate agentic OCR Platform. Parse and Extract your complex documents at the Pareto frontier of cost and…
  6. Meritage Hospitality Group helped Wendy's hire better and faster, simply by being simple · Paradox Olivia · Automation
    Wendys — Meritage Hospitality Group helped Wendy's hire better and faster, simply by being simple. Olivia saves general managers 2+ hours of…
  7. How Wendy’s New Zealand locations were able to speed up the hiring process with recruiting automation · Paradox Olivia · Automation
    Wendys Nz — How Wendy’s New Zealand locations were able to speed up the hiring process with recruiting automation. Candidates that apply through Lou…
  8. How Paradox helped this restaurant chain see 90% franchise location adoption of conversational AI alongside SAP SuccessF · Paradox Olivia · Automation
    Checkers Rallys — How Paradox helped this restaurant chain see 90% franchise location adoption of conversational AI alongside SAP SuccessFactors.…
  9. How Nestlé automated nearly 8,000 hours of recruiting work this year · Paradox Olivia · Automation
    Nestlé — Poof. Gone. This is the story of how one of the leading consumer brands in the world took thousands of hours of manual recruiting tasks and…
  10. How Flynn Group, the largest franchisee in the world, employs conversational software to save time and money · Custom agent · Automation
    Flynn Group implemented a first-of-it's-kind Conversational ATS, powered by an AI assistant named Frankie, to help hire faster and better. ‍ Flynn…
  11. How First Watch uses conversational AI to extend “You First” culture and improve both candidate and manager experience · Paradox Olivia · Automation
    With conversational AI, First Watch is 103% staffed for current management hiring needs. 91% Interviews scheduled on the same day of application.…
  12. How Crafty uses Notion to make AI agents useful at work · Notion AI · Automation
    See how Crafty uses Notion to document workflows, build AI agents, automate 60%+ of internal support questions, and save 730 engineering hours a…
  13. KONE elevates its automation and AI strategies with Microsoft Power Platform · Copilot Studio · Automation
    Kone Power Apps — To support over 3,000 makers, an agent built with Copilot Studio guides them through the development process and can even generate…
  14. Dude Wipes automates 100+ processes with Make, including the Diesel Dan inbound-shipment AI agent · Make AI Agents · Automation
    Dude Wipes set out to return 1,000 hours to the business by automating repetitive work. Its first AI agent, Diesel Dan, automates the creation of…
  15. IBM Consulting uses CrewAI agents to determine applicant eligibility for federal agencies · CrewAI with IBM watsonx.ai · Automation
    An IBM team that builds AI-automation platforms for U.S. federal clients used CrewAI to replace gaps left by traditional RPA. They built a hybrid…
  16. The story of how this 150+ restaurant group saved hundreds of thousands on job advertising by turning to our Conversatio · Paradox Olivia · Automation
    Southern Rock — The story of how this 150+ restaurant group saved hundreds of thousands on job advertising by turning to our Conversational ATS.…
  17. Saving $2,000,000 by automating interview scheduling · Paradox Olivia · Automation
    General Motors — Ev-E has automatically scheduled over 74,000 candidate interviews for GM. $2M saved annually with hiring automation. General Motors…
  18. How this home services franchisor uses Paradox’s Conversational ATS to hire better talent, faster · Paradox Olivia · Automation
    The trades Neighborly implemented a first of its kind conversational ATS, powered by an AI assistant named Maya, who automatically handles the…
  19. How this home health care company increases recruiter efficiency through AI automation · Paradox Olivia · Automation
    The Good Care Group — How this home health care company increases recruiter efficiency through AI automation. Attracting the right candidates had…
  20. How UnitingCare Queensland streamlined their recruiting process with conversational AI, and saved thousands of dollars i · Paradox Olivia · Automation
    How UnitingCare Queensland streamlined their recruiting process with conversational AI, and saved thousands of dollars in the process. BlueCare’s…
  21. How Sodexo, one of the largest employers in the world, hired 40,000+ people in seven months with Paradox's Conversationa · Paradox Olivia · Automation
    How Sodexo, one of the largest employers in the world, hired 40,000+ people in seven months with Paradox's Conversational ATS. Solution Sodexo…
  22. How NCS Group transformed outdated hiring processes for a fast-paced consulting organization · Paradox Olivia · Automation
    How NCS Group transformed outdated hiring processes for a fast-paced consulting organization. Prior to Paradox, NCS Group contracted three employees…
  23. How MultiCare Health System transformed their recruiting process with automation and conversational event software · Paradox Olivia · Automation
    How MultiCare Health System transformed their recruiting process with automation and conversational event software. MultiCare now has an AI…
  24. How Heidi scales globally and saves 260+ hours a month with Notion AI · Notion AI · Automation
    Heidi scales globally and — Heidi scaled from Australia to 150+ countries in one year. Learn how the health tech company uses Notion AI and Custom…
  25. How GEODIS Americas uses Paradox to hire manufacturing talent quickly, and spend less money doing it · Paradox Olivia · Automation
    How GEODIS Americas uses Paradox to hire manufacturing talent quickly, and spend less money doing it. GEODIS Americas' manual, seasonal hiring…
  26. How Essentia Health uses AI automation to reach candidates 24/7 and hire more people, faster · Paradox Olivia · Automation
    How Essentia Health uses AI automation to reach candidates 24/7 and hire more people, faster. Olivia creates a seamless candidate experience that is…
  27. How 24hassistance increased NPS by 129%, cut AI costs in half, and automated 87% of support queries · Botpress · Automation
    Building Simon, an AI agent for first-line support Carroccia's team replaced their legacy system with Simon, an AI agent built on Botpress that…
  28. Decreasing cost per applicant by 60% with virtual event hiring · Paradox Olivia · Automation
    MJHS implemented their conversational AI assistant, Olivia, to handle the administrative backend of their hiring events. Solution MJHS implemented…
  29. DKSH's strategy to break the language barrier provide a better candidate experience at a global scale · Paradox Olivia · Automation
    DKSH's strategy to break the language barrier provide a better candidate experience at a global scale. DKSH partnered with a conversational AI…
  30. HEINEKEN uses Power Platform and Copilot Studio to streamline operations and harness the potential of AI · Copilot Studio · Automation
    Over 7,500 makers have built thousands of apps and automations and are now developing AI-driven agents HEINEKEN is a strong digital innovator with…
  31. Unspun coordinates people, Custom Agents and microfactory machines in Notion · Notion Custom Agents · Automation
    Unspun makes clothing on demand in local microfactories using its own 3D weaving technology. To keep every machine run connected to the people and…
  32. Brainlabs' Get Stuff Done System: Custom Agents That Execute While You Focus on Deep Work · Snowflake Cortex · Automation
    Brainlabs built a multi-agent orchestration platform on Notion, using Workers for deterministic execution to connect their Cortex AI system—turning…
  33. Robots folding napkins for Din Tai Fung · Dyna Robotics · Automation
    Dyna Robotics has robots doing the napkin folding for restaurant chain Din Tai Fung, and the customer is reportedly asking for more of them. The bar…
  34. Look up user records and update downstream steps · Zapier Agents · Automation
    Case study takeaway: the poster set up three Zapier agents for a subscription product: one to email admins a current user list, one to add users…
  35. Manchester City Council harnesses Microsoft 365 Copilot with Copilot Studio to drive greater service for · Copilot Studio · Automation
    Manchester City Council is embracing agentic AI, empowering employees and driving greater value for citizens. Adopting Microsoft 365 Copilot and…
  36. MAIRE: Transforming the energy sector and an entire company culture with Microsoft Copilot · Microsoft 365 Copilot · Automation
    MAIRE decided to use Microsoft 365 Copilot to help automate and streamline routine and repetitive activities. In the first phase of adoption the…
  37. Aker BP builds an AI-first future with Microsoft 365 Copilot and AI agents · Copilot Studio · Automation
    As an independent oil and gas company, Aker BP is always searching for ways to become more efficient and gain a competitive edge in the industry.…
  38. AI welding robots rented out as a service · Path Robotics · Automation
    Path Robotics puts its own AI-driven welding robots into factories, with about 50 manufacturing customers so far. Instead of a big upfront purchase…
  39. Miami Dade College boosts student pass rates by 15% with Microsoft 365 Copilot · Microsoft 365 Copilot · Automation
    Miami Dade College (MDC) aimed to transform education by enhancing student engagement, improving faculty efficiency and equipping students with…
  40. AI and the human advantage: Adecco Group’s AI skilling strategy fuels productivity with Microsoft Copilot · Microsoft Copilot · Automation
    Adecco Group Ag — Through Spark AI, training, microlearning, and Copilot, it equips employees with skills to apply AI effectively in daily work and…
  41. Ten agents on a Mac mini ran 200 sessions a day and earned $0 · OpenClaw (10 agents) · Automation
    A developer says his OpenClaw setup of ten agents, covering email triage, freelance proposals, bounty hunting, content and Discord bots, ran 200+…
  42. Flag churn and expansion signals and draft support replies · Zapier Agents · Automation
    As described in the source, healthie assembled a Zapier agent that checks Salesforce, HubSpot, Vitally and Help Scout every Monday for early churn…
  43. How Braintrust saves hours a day with Custom Agents in Notion · Replit Agent · Automation
    As Braintrust grew, so did the busywork. See how they use Notion Custom Agents to cut manual coordination, keep context flowing, and save hours…
  44. Microsoft Copilot scales AI workflows to hundreds of millions with Durable Task Scheduler · Microsoft Copilot · Automation
    Microsoft — Copilot’s rapid growth introduced complex, long-running AI workflows at massive scale, but fragmented retry logic and custom recovery…
  45. Malteser restores health and dignity to those in need with Microsoft 365 Copilot · Microsoft 365 Copilot · Automation
    Malteser rolled out Microsoft 365 Copilot, saving staff a significant amount of their time. Staff prompt the AI assistant to streamline…
  46. Aberdeen City Council adopts Microsoft 365 Copilot, freeing staff capacity to better serve residents · Microsoft 365 Copilot · Automation
    Facing spiked demand for resident services and limited staff capacity, Aberdeen City Council sought AI solution to automate staff’s most repetitive…
  47. Detailed summaries and tailored action plans: MultiChoice gets the best out of meetings with Microsoft Copilot · Microsoft Copilot · Automation
    Embracing Microsoft Copilot, MultiChoice’s IT PMO automated meeting minutes, which accelerated project timelines and ensured clear, unbiased…
  48. Atomicwork brings AI agents to service management with Azure AI Foundry · Azure OpenAI · Automation
    Atomicwork is a leading provider of agentic service management software that empowers business teams to transform the digital workplace experience…
  49. Agents replace spreadsheet reporting and chasing suppliers · Copilot Studio / Power Platform · Automation
    Microsoft says Vanderlande, a logistics automation company, uses Power Platform and Copilot Studio to replace spreadsheet-based operational…
  50. Find an NYC apartment · Zapier Agents · Automation
    Community report: zapier Agents shows up in a write-up about find an NYC apartment, with figures like $20. The linked post is the primary source for…
  51. Turn spoken answers into a Todoist task list · Alexa+ · Automation
    Linked example of turn spoken answers into a Todoist task list. The poster assembled this in Home Assistant: Alexa asks follow-up questions through…
  52. Route customer reply emails to Freshdesk · n8n · Automation
    As described in the source, they assembled an n8n workflow around a dedicated catch-all Gmail inbox for replies to order-confirmation emails. An AI…
  53. Find local business leads and send personalized cold emails · n8n · Automation
    One practitioner notes that the first takes a neighborhood and industry, scrapes Google Maps through Bright Data, and saves the raw leads to Google…
  54. Automate invoices, payments, and refunds · n8n · Automation
    A published walkthrough shows the setup was a single n8n workflow triggered by a webhook, with API-key validation up front and separate routes for…
  55. Visual workflows for agents that control a VM · Custom agent · Automation
    A builder created node-based workflows where agents operate a real virtual machine's desktop apps step by step.
  56. Teach a bot a workflow by screen recording · Grok Bot · Automation
    Linked example of teach a bot a workflow by screen recording. The post describes Grok Bot’s teach-a-task feature as learning from a single screen…
  57. Scaffold full-stack chores with Replit Agent · Replit Agent · Automation
    A user builds throwaway web apps with Replit Agent to automate tedious personal tasks they would never hand-code.
  58. Pick a raffle winner from a Google Sheet · Claude Code · Automation
    Claude Code selects a random row from a Google Sheet of giveaway submissions for a Slack community raffle.
  59. Automate client onboarding and schedule PDFs · n8n · Automation
    According to the write-up, they assembled two n8n workflows around a Google Sheet. One triggers when a new booking is marked for onboarding, pulls…
  60. Cloud-browser chores driven from an IDE agent · Cursor · Automation
    A founder uses Cursor's agent to write scripts that drive a cloud browser for daily web tasks without keeping a laptop on.

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