I would like to summarize the practical use cases that have emerged over the last two months. When talking about AI Agents, people always ask:"So, where are people actually using them?"Interestingly, OpenClaw is no longer just a demo; it has already begun to be used as a genuine automation tool within the community. Over the last two months, a significant number of real-world examples have been appearing on Reddit, developer blogs, and in the news.In this post, I will summarize these recent cases by categorizing them into six areas.<h3 style="font-size: 22px; font-weight: normal;">1. Email / Workflow Automation (The most common use case)</h3> <img src="https://d20jzv1ghtxgkk.cloudfront.net/images_temp/1/image-1777021681751.png" width="90%" draggable="true" style="max-width: 100%; width: 100%; height: auto; cursor: pointer;">The most practical area of application is email and office automation. A security researcher once assigned this task to OpenClaw:"Organize my email inbox and recommend what to delete and what to archive."However, an interesting incident occurred: the Agent started the task and began deleting emails at an incredible speed. Even when the researcher sent a stop command from her mobile device, the Agent continued the execution.This incident became a hot topic because it demonstrated that AI has entered a stage where it performs actions on actual accounts. This case simultaneously showed just how dangerous an Agent can be.<a target="_blank" rel="noopener" class="ng-star-inserted" href="https://techcrunch.com/2026/02/23/a-meta-ai-security-researcher-said-an-openclaw-agent-ran-amok-on-her-inbox" style="text-decoration: underline;">Read more: TechCrunch Article</a><h3 style="font-size: 22px; font-weight: normal;">2. Lead Research / Sales Automation</h3><img src="https://d20jzv1ghtxgkk.cloudfront.net/images_temp/1/image-1777021674591.png" width="90%" draggable="true" style="max-width: 100%; width: 100%; height: auto; cursor: pointer;">Realistic use cases have also emerged in the Reddit community. One user mentioned:"I am using OpenClaw for lead research and email inbox triage."The structure is generally as follows:<ol class="editorOrderedList"><li class="editor_editorListItem__FKzSL">Company search → 2. Collecting company information → 3. Finding contactable emails → 4. Generating an organized list.</li></ol>For example, an Agent performs tasks like finding a list of SaaS startups, analyzing their homepages, extracting contact emails, and organizing them into a Google Sheet. Since these are repetitive tasks performed by many startups, there is talk in the community that "AI Agents will be the first to replace research-heavy jobs."<a target="_blank" rel="noopener" class="ng-star-inserted" href="https://www.reddit.com/r/AI_Agents/comments/1qv3zsn/looking_for_realworld_openclaw_agent_setups_whats/?utm_source=chatgpt.com" style="text-decoration: underline;">Read more: Reddit Thread</a><h3 style="font-size: 22px; font-weight: normal;">3. Server Operations Automation (DevOps)</h3>An interesting application in the developer community is DevOps automation. One project developers are currently building is the "Self-healing server."The workflow typically looks like this:Server monitoring → Log analysis → Problem detection → Automatic correctionFor instance, if CPU usage spikes, it analyzes logs, identifies a runaway process, terminates the process, and notifies the administrator. These projects are actually being shared as example projects based on OpenClaw.<a target="_blank" rel="noopener" class="ng-star-inserted" href="https://www.datacamp.com/blog/openclaw-projects" style="text-decoration: underline;">Read more: DataCamp Blog</a><h3 style="font-size: 22px; font-weight: normal;">4. Experiments in AI-Run Businesses</h3>The most discussed case in the developer community involves experiments where AI runs an actual business. Recent projects include:<ul class="editorBulletList"><li class="editor_editorListItem__FKzSL">AI automatically generating SaaS ideas, landing pages, and marketing content.</li><li class="editor_editorListItem__FKzSL">A developer saying, "I told the AI to make a game, and the actual app was built the next day."</li><li class="editor_editorListItem__FKzSL">Other users running crypto arbitrage bots, Telegram notifications, and automated trading using OpenClaw Agents.</li></ul>While these experiments are not yet fully stable, the community is already seeing a surge in "one-person company" experiments in the form of 1 human + multiple AI agents.<a target="_blank" rel="noopener" class="ng-star-inserted" href="https://medium.com/%40alexrozdolskiy/10-wild-things-people-actually-built-with-openclaw-e18f487cb3e0" style="text-decoration: underline;">Read more: Medium Article</a><h3 style="font-size: 22px; font-weight: normal;">5. Social Networks Exclusively for AI Agents</h3><img src="https://d20jzv1ghtxgkk.cloudfront.net/images_temp/1/image-1777021667124.png" width="90%" draggable="true" style="max-width: 100%; width: 100%; height: auto; cursor: pointer;">One of the most intriguing recent cases is the SNS for AI Agents. A platform called Moltbook has emerged, which is a space where AI Agents interact with each other. This project became so popular that it was recently acquired by Meta.<a target="_blank" rel="noopener" class="ng-star-inserted" href="https://www.businessinsider.com/meta-buys-moltbook-acquisition-2026-3?utm_source=chatgpt.com" style="text-decoration: underline;">Read more: Business Insider</a>With millions of AI Agent accounts active, they write posts and engage in discussions. It is an experiment where AI is actually talking to itself on an SNS devoid of humans.<a target="_blank" rel="noopener" class="ng-star-inserted" href="https://www.marketwatch.com/story/why-meta-is-buying-moltbook-a-viral-ai-social-network-6fd7dddb?utm_source=chatgpt.com" style="text-decoration: underline;">Read more: MarketWatch</a><h3 style="font-size: 22px; font-weight: normal;">6. Government and Corporate Interest</h3>Another interesting trend is that several cities in China have started attracting OpenClaw startups by providing free offices, housing support, and subsidies (up to approximately $720,000 / 5 million CNY).The goal of this policy is simple: "To build an AI Agent-based startup ecosystem." OpenClaw is moving beyond a simple developer project and entering a phase where it is expanding into an economic ecosystem.<h3 style="font-size: 22px; font-weight: normal;">Summary</h3>The OpenClaw use cases from the past two months can be summarized as follows:<table style="width: 100%; border-collapse: collapse; min-width: 50px;"><colgroup><col style="min-width: 25px;"><col style="min-width: 25px;"></colgroup><tbody><tr style="background-color: rgb(255, 255, 255); height: 40px; border-bottom: 1px solid rgb(249, 249, 249);"><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Sector</td><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Practical Case</td></tr><tr style="background-color: rgb(255, 255, 255); height: 40px; border-bottom: 1px solid rgb(249, 249, 249);"><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Work Automation</td><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Email sorting / Inbox management</td></tr><tr style="background-color: rgb(255, 255, 255); height: 40px; border-bottom: 1px solid rgb(249, 249, 249);"><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Sales Automation</td><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Lead research / Contact collection</td></tr><tr style="background-color: rgb(255, 255, 255); height: 40px; border-bottom: 1px solid rgb(249, 249, 249);"><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">DevOps</td><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Self-healing servers</td></tr><tr style="background-color: rgb(255, 255, 255); height: 40px; border-bottom: 1px solid rgb(249, 249, 249);"><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">AI Business</td><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Automated SaaS / Automated trading</td></tr><tr style="background-color: rgb(255, 255, 255); height: 40px; border-bottom: 1px solid rgb(249, 249, 249);"><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">AI Community</td><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">AI-exclusive SNS</td></tr><tr style="background-color: rgb(255, 255, 255); height: 40px; border-bottom: 1px solid rgb(249, 249, 249);"><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Startup Ecosystem</td><td colspan="1" rowspan="1" style="border: 1px solid rgb(204, 204, 204); padding: 8px;">Government-backed support programs</td></tr></tbody></table>

Where is OpenClaw actually being used? Here is a collection of real-world use cases.

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