My experience has been very different.
Over the last four months, I’ve been running OpenClaw on an extremely modest setup: a low-cost VPS with 2GB RAM, no GPU, and Ollama running on a budget subscription. Nothing enterprise-grade. Nothing extraordinary.
Yet with that setup, I have successfully built and deployed around 20 detached systems, developed a full e-commerce environment managing more than 80,000 SKUs, created animated landing pages, automated product article generation, and integrated payment processing through API-based workflows similar to modern payment platforms.
The key is Smart Routing and Detached Systems.
Smart Routing allows each task to be sent to the right model, tool, or workflow instead of forcing one large model to handle everything. Simple tasks stay lightweight. Complex tasks get more attention only when needed.
Detached Systems are even more important. Instead of depending on the AI agent to run everything continuously, the agent builds independent systems that can operate on their own. That is where the real business value starts.
What I learned is that the real challenge is rarely the tool itself. The bigger challenge is understanding how to manage agent behaviour, system architecture, workflows, and expectations.
OpenClaw is not perfect. No platform is.
But after four months of building real systems on minimal hardware, I can confidently say that the business value is real when the platform is treated as a serious development tool rather than a novelty.
The technology is the same for everyone.
The outcomes are not.
