Solution

Give agent teams a clearer operating and billing surface

When teams manage coding agents, tool calls, and billing attribution together, the important step is making each run traceable instead of reducing everything to a single request count.

• Give agent teams one place to inspect runs, tool calls, usage, billing, and VaaS evidence.
• Use coding plans for ongoing developer agents, then expand into reserved or dedicated lanes when workload shape changes.
• Keep English-site funding rails real and clearly separated from Chinese-site Alipay checkout.