A developer building AI agents discovered a cost optimization pattern after burning $40 in one hour on Claude API tokens for routine tasks like debugging code, writing PRs, drafting emails, and research. The solution leverages their existing $200/month Claude Max subscription, which includes unlimited Claude Code CLI usage within rate limits.

The Dispatcher Pattern

The approach involves creating a lightweight AI agent that acts as a dispatcher. This agent reads user messages, decides what action to take, and delegates heavy work to Claude Code CLI, which runs on the Max subscription at no additional cost. Only the thin orchestration layer remains on the API: "What did the user ask? Ok, delegate to Claude Code. Report back the result."

Tasks that can be delegated include:

• Coding
• Marketing copy
• Email drafts
• Sales outreach
• Research
• Content writing
• Data analysis
• Reddit posts

Cost Comparison

• Pure API (Opus, heavy usage): $800-$2,000+/month
• Max subscription + dispatcher pattern: $200/month flat
• API cost for dispatcher overhead only: ~$5-15/month
• Total with dispatcher pattern: ~$215/month vs $1,000+/month

Setup Instructions

# 1. Install Claude Code CLI
npm install -g /claude-code

2. Login to claude code with Max subscription
3. Configure delegation
openclaw config set plugins.entries.acpx.enabled true
openclaw config set plugins.entries.acpx.config.permissionMode approve-all
openclaw config set acp.enabled true
openclaw config set acp.defaultAgent claude
openclaw config set 'acp.allowedAgents' '["claude"]' --json
4. (Optional) Add observability
pip install clawmetry && clawmetry onboard

The developer used ClawMetry, an open-source observability dashboard for OpenClaw agents, to track token usage per session, cost per task, and set alerts for API spend thresholds. The tool showed a dramatic cost reduction after implementing the dispatcher pattern, with most previous spending going to tasks that Claude Code handles on the subscription.