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HOTFREE TIERUPDATED MAR 2026

Cheapest Models to Run OpenClaw in 2026: The Complete Cost Guide

Published March 11, 2026 · 10 min read · Updated monthly

OpenClaw has become the go-to open-source AI coding agent — 250K+ GitHub stars, 1.5M weekly npm downloads, and a 100K+ Discord community. But there’s an open secret: most people are overpaying for the models that power it.

GPT-4o costs $2.50/$10.00 per million tokens. Claude 3.5 Sonnet costs $3.00/$15.00. A heavy coding day can run $10–25 — and that adds up to $200–500/month if you use OpenClaw as your primary coding tool.

Here’s the thing: Chinese AI models now match or beat these benchmarks at 5–25x lower cost. And with NovAI, you can access all of them through one OpenAI-compatible API — no Chinese phone number, no VPN, no Aliyun account.

This guide ranks every model you can run in OpenClaw by cost, with real-world estimates for typical coding tasks.

GLM Flash (Free)
$0
Completely free forever
Good for learning & light tasks
DeepSeek V3.2
$0.40
Per day, heavy usage
12x cheaper than GPT-4o
GPT-4o (OpenAI)
$12.50
Per day, same usage
The expensive default

Table of Contents

  1. Complete Model Pricing Table
  2. Models by Cost Tier
  3. Best Model per Use Case
  4. Monthly Cost Calculator
  5. Ready-to-Paste OpenClaw Configs
  6. The Smart Approach: Multi-Model Routing
  7. FAQ

Complete Model Pricing Table

All prices are per 1 million tokens via NovAI, compared to direct pricing from OpenAI/Anthropic. Models ranked from cheapest to most expensive.

Model Input / 1M Output / 1M Context Best For
GLM-4.6V-Flash FREE $0.00 $0.00 128K Learning, simple tasks
DeepSeek-V3.2 BEST VALUE $0.20 $0.40 128K All-purpose coding
MiniMax-Text-01 $0.20 $1.60 1,000K Huge codebases, long context
GLM-4-Plus $0.30 $0.30 128K Balanced coding + chat
Qwen-Plus $0.30 $0.30 128K General dev tasks
Qwen-Max $0.40 $1.20 32K Complex reasoning
Qwen-Turbo $0.06 $0.20 128K High-volume, simple tasks
GPT-4o (OpenAI direct) $2.50 $10.00 128K When you must use OpenAI
Claude 3.5 Sonnet (Anthropic) $3.00 $15.00 200K When you must use Claude

Key Takeaway

DeepSeek-V3.2 at $0.20/$0.40 is the sweet spot. It matches GPT-4o on coding benchmarks (90.2% HumanEval) at 12x lower cost. For 95% of OpenClaw tasks, you will not notice a quality difference.

If you’re budget-constrained, GLM-4.6V-Flash is literally free and handles most simple tasks. And Qwen-Turbo at $0.06/$0.20 is the cheapest paid model for high-volume lightweight work.

Models by Cost Tier

🆕
Free Tier — $0/month
Perfect for learning, experimenting, and light tasks

GLM-4.6V-Flash is ZhiPu’s fast model. It handles code generation, explanations, debugging of small functions, and even image understanding. Won’t handle complex multi-file refactoring, but great for getting started without spending a cent.

💰
Budget Tier — $5–18/month
Production-quality coding at a fraction of the cost

This tier covers 95% of all coding needs. DeepSeek-V3.2 is the standout — it scores 90.2% on HumanEval, handles multi-file refactoring, writes tests, and generates documentation at enterprise quality. A $5 top-up lasts most developers 2–3 weeks.

🚀
Specialty Tier
Unique capabilities for specific workflows

MiniMax-Text-01 is the only model that can truly process an entire codebase in one shot — its 1M context window fits 750K+ lines of code. Use it for large-scale code reviews, migration planning, or when you need to reference dozens of files simultaneously.

Best Model per Use Case

Different OpenClaw tasks have different requirements. Here’s our recommended model for each scenario:

Daily Coding & Features

DeepSeek-V3.2
90.2% HumanEval, great at multi-file edits, test generation, and refactoring. Handles Python, TypeScript, Rust, Go equally well.
~$8.40/mo

Quick Fixes & Explanations

GLM-4.6V-Flash (Free)
Fast responses, zero cost. Ideal for “fix this typo”, “explain this function”, “add a comment”. Save DeepSeek tokens for complex work.
$0/mo

Large Codebase Review

MiniMax-Text-01
1M context window = feed your entire repo. Perfect for migration planning, security audits, dependency analysis across 100+ files.
~$18/mo

Architecture Decisions

Qwen-Max
Strongest reasoning among Chinese models. Best for system design discussions, API design reviews, and choosing between technical approaches.
~$15/mo

Boilerplate & Scaffolding

Qwen-Turbo
Ultra-cheap at $0.06/1M input. When you need 50 CRUD endpoints, test boilerplate, or repetitive config files, don’t waste expensive tokens.
~$3/mo

Learning & Experimentation

GLM-4.6V-Flash (Free)
Experiment freely without worrying about costs. Try new frameworks, learn new languages, ask unlimited questions. Upgrade when you’re ready.
$0/mo

Monthly Cost Calculator

Estimate your monthly OpenClaw costs based on how much you code. Drag the slider to match your daily usage:

Estimate Your Monthly Cost

4 hrs
Medium
GLM Flash
$0
Free forever
DeepSeek V3.2
$8.40
Save $253/mo vs GPT-4o
GPT-4o (Direct)
$262
The expensive way

Ready-to-Paste OpenClaw Configs

Copy any of these into ~/.openclaw/openclaw.json. All configs use the same NovAI API key.

Step 1: Get your free API key

Sign up at aiapi-pro.com (30 seconds, email only). Copy your API key and set it as an environment variable:

# Add to ~/.bashrc or ~/.zshrc
export NOVAI_API_KEY="your-key-here"

Step 2: Choose your config

Budget Config (Recommended for most users)

DeepSeek-V3.2 as primary + free GLM as fallback. Covers 95% of coding needs at ~$8/month.

// ~/.openclaw/openclaw.json
{
  "models": {
    "mode": "merge",
    "providers": {
      "novai": {
        "baseUrl": "https://aiapi-pro.com/v1",
        "apiKey": "${NOVAI_API_KEY:-}",
        "api": "openai-completions",
        "models": [
          {
            "id": "deepseek-v3.2",
            "name": "DeepSeek V3.2 (via NovAI)",
            "reasoning": false,
            "input": ["text"],
            "cost": {"input": 0.0000002, "output": 0.0000004},
            "contextWindow": 128000,
            "maxTokens": 8192
          },
          {
            "id": "glm-4.6v-flash",
            "name": "GLM Flash FREE (via NovAI)",
            "cost": {"input": 0, "output": 0},
            "contextWindow": 128000,
            "maxTokens": 4096
          }
        ]
      }
    }
  }
}

Power User Config (All models)

Every NovAI model available in OpenClaw. Switch between them with /model based on the task.

// ~/.openclaw/openclaw.json — Full Model Access
{
  "models": {
    "mode": "merge",
    "providers": {
      "novai": {
        "baseUrl": "https://aiapi-pro.com/v1",
        "apiKey": "${NOVAI_API_KEY:-}",
        "api": "openai-completions",
        "models": [
          {
            "id": "deepseek-v3.2",
            "name": "DeepSeek V3.2 [$0.20/$0.40]",
            "reasoning": false,
            "input": ["text"],
            "cost": {"input": 0.0000002, "output": 0.0000004},
            "contextWindow": 128000,
            "maxTokens": 8192
          },
          {
            "id": "qwen-turbo",
            "name": "Qwen Turbo [$0.06/$0.20]",
            "cost": {"input": 0.00000006, "output": 0.0000002},
            "contextWindow": 128000,
            "maxTokens": 8192
          },
          {
            "id": "qwen-plus",
            "name": "Qwen Plus [$0.30/$0.30]",
            "cost": {"input": 0.0000003, "output": 0.0000003},
            "contextWindow": 128000,
            "maxTokens": 8192
          },
          {
            "id": "qwen-max",
            "name": "Qwen Max [$0.40/$1.20]",
            "cost": {"input": 0.0000004, "output": 0.0000012},
            "contextWindow": 32000,
            "maxTokens": 8192
          },
          {
            "id": "glm-4-plus",
            "name": "GLM-4-Plus [$0.30/$0.30]",
            "cost": {"input": 0.0000003, "output": 0.0000003},
            "contextWindow": 128000,
            "maxTokens": 8192
          },
          {
            "id": "glm-4.6v-flash",
            "name": "GLM Flash [FREE]",
            "cost": {"input": 0, "output": 0},
            "contextWindow": 128000,
            "maxTokens": 4096
          },
          {
            "id": "minimax-text-01",
            "name": "MiniMax 1M [$0.20/$1.60]",
            "cost": {"input": 0.0000002, "output": 0.0000016},
            "contextWindow": 1000000,
            "maxTokens": 8192
          }
        ]
      }
    }
  }
}

The Smart Approach: Multi-Model Routing

The cheapest way to run OpenClaw isn’t picking one model — it’s using the right model for the right task. Here’s how experienced developers optimize their costs:

Task TypeUse This ModelWhyCost/Task
“Explain this code” GLM Flash Simple comprehension task $0.000
“Fix this bug” (single file) GLM Flash Focused, low complexity $0.000
“Add a new feature” (multi-file) DeepSeek V3.2 Needs strong code generation $0.003
“Refactor this module” DeepSeek V3.2 Multi-file reasoning required $0.005
“Generate 20 unit tests” Qwen Turbo Repetitive generation, cheap is fine $0.001
“Review entire codebase” MiniMax 1M Needs massive context window $0.050
“Design the API layer” Qwen Max Complex architectural reasoning $0.010

Pro Tip: The /model Command

In OpenClaw, type /model to switch between configured models on the fly. Keep all NovAI models in your config, then select the cheapest appropriate model for each task. Most developers settle into a rhythm of GLM for quick questions, DeepSeek for real work.

Example Monthly Budget

Here’s what a typical full-time developer’s month looks like with multi-model routing:

ModelUsage %Monthly TokensMonthly Cost
GLM Flash (free) 40% ~12M $0.00
DeepSeek V3.2 45% ~14M $5.60
Qwen Turbo 10% ~3M $0.54
Qwen Max / MiniMax 5% ~1.5M $2.10
TOTAL 100% ~30M tokens $8.24/mo
Same usage with GPT-4o $225/mo

That’s a 96% cost reduction with no meaningful quality decrease for day-to-day coding tasks.

Frequently Asked Questions

What is the cheapest model to run OpenClaw?

GLM-4.6V-Flash is completely free through NovAI — unlimited usage, no credit card required. For paid models, Qwen-Turbo at $0.06/$0.20 per million tokens is the cheapest, and DeepSeek-V3.2 at $0.20/$0.40 offers the best quality-to-cost ratio.

Is the free model actually good enough for coding?

For simple tasks like code explanations, small bug fixes, and generating boilerplate — yes. GLM-4.6V-Flash handles single-file edits and Q&A well. For complex multi-file refactoring, architectural decisions, or production-quality test generation, upgrade to DeepSeek-V3.2 which costs only ~$0.003 per interaction.

How much does a typical month cost?

With multi-model routing (free GLM for simple tasks + DeepSeek for complex work), a full-time developer typically spends $5–18/month. That’s compared to $200–500/month with GPT-4o or Claude.

Do I need a Chinese phone number?

No. NovAI only requires email signup. We handle the connection to Chinese AI providers from our Hong Kong infrastructure. No VPN, no Chinese payment methods, no Aliyun account needed.

Can I use NovAI models alongside OpenAI/Anthropic in OpenClaw?

Absolutely. OpenClaw’s "mode": "merge" setting lets you keep all your existing providers. Add NovAI as an additional provider and switch between models with /model. Many users keep GPT-4o for rare edge cases while using DeepSeek for 95% of their work.

What payment methods are accepted?

Currently USDT (TRC20) with a $5 minimum. At $0.20/1M tokens, $5 lasts most developers 2–3 weeks. PayPal support is coming soon.

What about latency?

NovAI runs on Hong Kong infrastructure. Typical time-to-first-token is 40–80ms in Asia-Pacific, 100–150ms in US/EU. For coding tasks, this is imperceptible — you’re waiting for the model to think, not for the network.

Start Coding for Free Today

Get your NovAI API key in 30 seconds. Start with GLM-4.6V-Flash (free forever) and upgrade to DeepSeek when you’re ready.

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