Budget-Friendly Models for OpenClaw Orchestration: GLM5, Kimi, and Beyond

Running OpenClaw with Claude Opus as your main brain can get expensive fast — users in the Discord have reported spending $1K+ per day on heavy workflows. If you're looking for cost-effective alternatives that still handle orchestration well, here's what the community has been testing.

The Problem with Premium Models

Claude Opus 4.6 is powerful, but the token costs add up quickly when your agent is running complex multi-step tasks, especially with thinking enabled. For personal projects or experimentation, you need alternatives.

Community-Tested Budget Options

GLM5 (Zhipu AI)

Several community members have settled on GLM5 as their primary orchestration model. It's available through OpenRouter and offers solid reasoning at a fraction of the cost.

Pros:

• Strong reasoning capabilities
• Cost-effective for extended sessions
• Works well with tool calling

How to configure:

# In your config
model: openrouter/zhipu/glm-5

Kimi 2.5 (Moonshot AI)

Kimi 2.5 with think=high is another option, though some users report it can be finicky. It's worth testing for your specific use case.

Considerations:

• Extended thinking can sometimes cause issues
• Works better for certain task types
• More affordable than Western providers

MiniMax (Caution)

While MiniMax is cheap, community reports via OpenRouter suggest reliability issues: slow responses, weird outputs, and truncated text. Use direct API access if you go this route — the OpenClaw Discord mentions using a referral link for 10% off direct platform access.

Tips for Reducing Costs

1. Use model routing — Set cheaper models for simple tasks, expensive ones for complex reasoning
2. Disable extended thinking when you don't need it (think: off)
3. Trim context aggressively — Large context = more tokens = more cost
4. Local models for testing — Use Ollama with smaller models during development

What's Working for the Community

The general consensus from Discord:

• GLM5 has become a go-to for budget orchestration
• Opus is still king for complex coding/reasoning, but use it sparingly
• MiniMax direct (not via OpenRouter) can work if you need the cost savings
• Model overrides per-session let you pick the right tool for the job

Your Turn

Have you found a budget model that works well for your workflows? Share your setup in the comments — the community is always looking for new options to test.

Tip from the Discord: If a model isn't working well, switch to git install and test latest — some provider integrations get fixed quickly.