by Robbie

OpenClaw Use Cases: 10 Ways Our Customers Actually Use It

OpenClaw Use Cases: 10 Ways Our Customers Actually Use It

There are a lot of OpenClaw use case articles out there. Most list 25 or 35 things the tool “could” do. Hypothetical setups, generic prompts, no real people. We wanted to do something different.

Bailey and I run hundreds of Klaus instances. That gives us a window into what our customers actually build, what they keep running after the first week, and what they quietly stop using. OpenClaw has 2 million monthly active users and the official showcase has 90+ community-submitted examples. But the use cases that matter for businesses are the ones someone is still running a month later because they replaced something that used to eat their morning.

These are 10 of those. Real workflows from real customers.

Why These Use Cases (Not Another “50 Things OpenClaw Can Do” List)

These are the 10 OpenClaw use cases that survived the first month across multiple Klaus customers, based on what we see running on our infrastructure every day.

Small business AI adoption jumped 41% in 2025, from 39% to 55% (Thryv Small Business AI Survey). And 23% of organizations are already scaling agentic AI systems (McKinsey State of AI 2025). The question is no longer “should I use an AI agent?” It is “which use case is worth my time?”

We picked these 10 because they stuck. Our customers kept running them, kept expanding them, and kept telling us about them on Discord. If a use case didn’t survive the first month, it didn’t make this list.

1. Lead Scraping and Cold Outreach

This is our number one use case. More Klaus customers use OpenClaw for lead generation than anything else.

Apollo finds prospects in your target market. Hunter.io enriches their contact information. OpenClaw drafts a personalized outreach email based on what it learns about the prospect. AgentMail sends it from a dedicated agent inbox, not your personal email.

On Klaus, all of these tools come pre-configured through Orthogonal. No API keys. No accounts to create. You tell your agent “find 20 SaaS founders in Berlin who raised a seed round in the last 6 months” and it starts working.

What this replaces: hours of manual prospect research on LinkedIn, copy-pasting into spreadsheets, and writing templated emails that sound like templates. One of our customers described it as turning a full day of SDR work into a 15-minute review session.

The honest caveat: always review before sending. OpenClaw drafts the outreach, but you approve every message. The agent is good at research and personalization. It is not good at knowing when a prospect is a bad fit for reasons only you would know.

2. Company Research and Due Diligence

One of our customers put it simply: “Go deeper on diligence, quickly produce research.” That captures it.

Ask your agent to research a company before a meeting. It pulls funding history, team background, recent news via Exa, and competitive landscape from web searches. Then it compiles a one-page brief you can scan in two minutes. The tools are already there (Exa and Apollo are pre-configured on every Klaus instance), so the agent cross-references multiple data sources without you setting up a single integration.

This works particularly well for investors doing deal flow. Ag Startup Engine, a pre-seed agriculture investment group, uses Klaus for exactly this kind of portfolio and prospect research. When you evaluate dozens of companies a month, the 30-minute research session per company adds up fast.

For a broader explanation of what OpenClaw is and how it works for business owners, see our complete guide to OpenClaw for business.

3. Daily Reports and Morning Briefings

This is one of the lowest-friction use cases to start with. It is read-only, so the risk is zero. And the payoff is immediate.

Your agent checks the things you would check every morning, then sends you a summary before your first meeting. Yesterday’s site analytics. Today’s calendar with prep notes. News about companies or markets you track. Emails that need attention. Delivered via Telegram, Slack, or WhatsApp at whatever time you set.

Setup takes about five minutes. Connect Google Workspace (already built into Klaus), tell your agent what to monitor, and set the schedule. The agent runs as a cron job and pushes the summary to your messaging platform. You stop context-switching between five dashboards every morning.

Klaus supports WhatsApp, Slack, and Telegram out of the box. Pick whichever your team already uses.

4. Executive Assistant (Calendar, Email, Scheduling)

Patrick Dudley, an SDR at SUSE, started using Klaus for work and then expanded to his family: “Helping my mom manage her two Drybar Salon shops using Klaus.” That progression is common. People start with their own email and calendar, see it work, and set it up for someone else.

Connect Google Workspace via the GOG skill (pre-installed on every Klaus instance). Your agent summarizes unread emails, flags what needs a reply, drafts responses, and manages your calendar. It detects conflicts, suggests rescheduling, and sends reminders via Telegram or Slack.

The SBA Office of Advocacy reports small business AI use is at 8.8% and rising. The EA use case is often the entry point, especially for non-technical owners who just want fewer things to keep track of.

Our recommendation: start with read-only access. Let the agent summarize emails and read your calendar for a week. Once you trust it, turn on draft replies and event creation. This is the same approach we use for OpenClaw security: expand access as trust is earned.

5. Building Websites for New Products

I wrote about this in the context of browser automation. Founders use Klaus to ship landing pages for new ideas without hiring a freelancer or opening a code editor.

Describe what you want in plain English. Klaus generates HTML, CSS, and JavaScript. Preview it in Canvas. Iterate by telling the agent what to change. Most founders go from idea to deployed landing page in a single evening.

OpenClaw’s coding capabilities are strong for straightforward pages: landing pages, product teasers, simple marketing sites. If you need a complex web application with authentication and third-party integrations, you still need a developer. But for “I had an idea at dinner and I want a landing page before breakfast,” it is hard to beat.

6. CRM and Deal Flow Management

If your team is 2-5 people and you track deals in spreadsheets and email, an OpenClaw agent with Google Sheets integration replaces the busywork without adding another SaaS subscription.

Your agent monitors email and Slack for deal-related updates, logs them in Google Sheets via the GOG skill, flags items that need follow-up, and sends you a weekly pipeline summary.

Ag Startup Engine uses this approach for agricultural deal flow. When you are evaluating early-stage companies across a niche sector, the important signals are scattered across email threads, pitch decks, and Slack conversations. The agent consolidates them into one place.

For teams that already use a full CRM, this is less useful. But for small teams that have not outgrown spreadsheets, it works well. Tools involved: GOG (Google Sheets, Gmail, Calendar), Orthogonal (Coresignal for company data), and AgentMail for dedicated deal correspondence.

7. Competitive Intelligence and Market Monitoring

I know founders who manually check five competitor websites every morning. That is not a good use of anyone’s time.

Set up scheduled web research using Exa and Olostep (both available through Orthogonal on Klaus). The agent checks competitor websites for pricing changes, new feature announcements, job postings (which signal strategic direction), and funding news. It compiles a weekly report and sends it to Slack.

This replaces Google Alerts (which miss most things), manual website checks, and the low-grade anxiety of not knowing what changed. The agent catches pricing updates and product launches within whatever monitoring window you set.

For the full list of research tools available on Klaus, see our guide to the best OpenClaw skills for business.

8. Client Onboarding Automation

Every new client means the same 30-60 minutes of admin: create a folder, send welcome docs, schedule a kickoff call, add them to the tracking sheet. Multiply that by 5-10 clients a month and you have a part-time job nobody wanted.

Forward the new client’s email to your agent (or the agent detects it in your inbox). It creates a welcome folder in Google Drive with template documents, sends onboarding instructions via AgentMail, schedules a kickoff call by checking your calendar, and adds the client to your tracking spreadsheet.

Tools: GOG (Google Drive, Calendar, Sheets), AgentMail (client-facing emails from a professional agent address), and Slack notifications so you know when onboarding is complete.

9. Expense Tracking and Financial Monitoring

Forward receipts to your agent’s AgentMail address. The agent extracts the amount, vendor, category, and date. It logs everything to Google Sheets. End of the week, you get a spending summary categorized by expense type.

Klaus ships with a pre-built spending tracker skill for exactly this. It is one of the skills we decided every business user needs on day one.

The important boundary: monitoring and alerting only. I do not recommend giving your OpenClaw agent the ability to make financial transactions. Track spending, categorize expenses, flag anomalies. But the moment money moves, a human should be clicking the button.

10. Content Research and Drafting

This is not “write my blog post for me.” The best results come from using the agent for the research phase (which is 60% of the work) and the first draft, then editing with your own voice and perspective.

Ask your agent to research a topic using Exa and web browsing. It pulls recent articles, data points, and competitor content. It compiles research notes. Then it drafts an outline or a first draft based on the research. One customer described the shift as going from “staring at a blank page” to “editing a rough draft,” which is a different and much easier problem.

Tools: Exa for AI-native search, Olostep for scraping specific pages, Summarize skill for processing long-form content. All pre-configured on Klaus via Orthogonal.

All 10 Use Cases at a Glance

Use CaseTools on KlausWhat It ReplacesBest For
Lead scraping and cold outreachApollo, Hunter.io, AgentMail (via Orthogonal)Manual prospect research and templated emailsSDRs, founders doing outbound
Company research and due diligenceExa, Apollo, web browsing30-min pre-meeting research sessionsVCs, BD teams, founders
Daily reports and morning briefingsGOG, Exa, Telegram/SlackChecking 5 dashboards every morningAnyone with a morning routine
Executive assistantGOG (Gmail, Calendar), Telegram/SlackEmail triage and calendar managementBusiness owners, operators
Building websites for new productsBuilt-in coding, CanvasHiring a freelancer for landing pagesFounders with side projects
CRM and deal flow managementGOG (Sheets), Coresignal, AgentMailSpreadsheet data entry and pipeline trackingSmall teams without a CRM
Competitive intelligenceExa, Olostep (via Orthogonal)Manual competitor website checksFounders in competitive markets
Client onboarding automationGOG (Drive, Calendar), AgentMail30-60 min of admin per new clientService businesses
Expense trackingAgentMail, GOG (Sheets), spending tracker skillManual receipt logging and categorizationSmall business owners
Content research and draftingExa, Olostep, Summarize skillStaring at a blank pageSolo founders, marketing teams

Every tool listed above comes pre-configured on Klaus. No API keys, no setup.

Frequently Asked Questions

What is the easiest OpenClaw use case to start with?

Daily briefings via Telegram. It is read-only (zero risk), takes five minutes to set up on Klaus, and delivers immediate value every morning. Start there, see how it feels, then expand to email and calendar.

Do I need technical skills to set up these use cases?

Not on Klaus. The integrations are pre-configured. You describe what you want in plain English. No terminal, no API keys, no code. If it is possible on OpenClaw, it is easier on Klaus.

How much does it cost to run these use cases?

Klaus starts at $19/month with $15 in AI credits and $20 in Orthogonal credits included. Most of the use cases above run within the Starter plan. For a full breakdown, see our pricing guide.

Can OpenClaw handle sensitive business data safely?

Klaus runs on a firewalled VM disconnected from your personal accounts by default. If someone compromises the instance, only our keys are exposed, not yours. For details, see our security configuration guide.

Which use case saves the most time?

Lead scraping and cold outreach. Customers consistently report replacing hours of manual prospect research with a workflow that runs in minutes. The combination of Apollo, Hunter.io, and personalized drafting via OpenClaw turns a full day of SDR work into a review session.

Key Takeaways

  • The use cases that stick replace specific, repetitive workflows. Not vague “be more productive” promises. Lead gen, morning briefings, and email triage are the top three by retention.
  • Start with one use case and get it working before expanding. Daily briefings or email summaries are the lowest-friction entry point because they are read-only.
  • Real results come from the combination of pre-configured tools (Orthogonal, GOG, AgentMail), not from OpenClaw alone. The agent is the brain. The integrations are the hands.
  • Always expand access gradually. Read before write. Summarize before send. Monitor before transact. This is how our most successful customers operate.
  • Small business AI adoption is accelerating (Thryv reports a 41% jump in 2025). The businesses that start with a single focused use case now will have a compounding advantage by year-end.
  • Every use case above runs on Klaus out of the box. No API keys, no terminal, no apps to build. Sign up and start talking.

Want to try one of these use cases? Sign up at klausai.com and start talking to your agent in under a minute. If you get stuck, Bailey and I are on Discord almost 24/7.

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