OpenClaw, an open-source AI agent framework, has sparked a productivity revolution in China, but users face high costs due to its unique operational model. The tool autonomously triggers numerous model calls, consuming tokens and leading to significant expenses. In response, China's leading cloud and model providers have introduced subscription-based "Coding Plans" to replace token-based pricing with fixed monthly fees, aiming to offer more predictable costs. The market has seen fierce competition, with major players like Zhipu AI, Alibaba Cloud, and Tencent Cloud launching aggressive pricing strategies. These plans vary significantly, with cloud providers offering bundled models and model providers focusing on specialized offerings. Users must navigate complex billing systems, including different units of measurement and hidden usage limits, to find the most cost-effective solution for their needs. As the market evolves, developers are advised to start with low-cost monthly plans to assess compatibility and usage before committing to long-term subscriptions.