OpenClaw + AI Prime Tech: Self-Hosted Agent on Discounted Claude

OpenClaw is one of the most flexible open-source agent frameworks for Claude. It runs locally, supports custom tool definitions, and gives you full visibility into every API call your agent makes. But like any agent that uses Opus-tier reasoning, the API bills add up fast against official Anthropic pricing.

This guide walks through pointing OpenClaw at the AI Prime Tech gateway — getting you the same Claude models at 70-80% lower cost, while keeping every byte of your agent's state on your own machine.

Why pair OpenClaw with AI Prime Tech

OpenClaw is genuinely the "do everything locally" answer: agent state, tool definitions, memory, even your environment all stay on disk. But it has to call Claude over the internet for inference. That call is the only thing that costs you money — and it's exactly what AI Prime Tech makes cheaper.

You keep:

You get:

Prerequisites

Step 1: Generate your AI Prime Tech API key

  1. Log in to aiprimetech.io
  2. Navigate to API Keys → Create New
  3. Name it something memorable (e.g., "openclaw-dev")
  4. Copy the generated key — you'll only see it once

Step 2: Configure OpenClaw to use the gateway

OpenClaw respects standard Anthropic SDK environment variables. The minimal config:

# ~/.openclaw/config.yaml
provider:
  type: anthropic
  base_url: "https://aiprimetech.io"
  api_key: "${APT_API_KEY}"

models:
  default: claude-sonnet-4-6
  reasoning: claude-opus-4-7
  fast: claude-haiku-4-5

Then export your key:

export APT_API_KEY="apt-your-key-here"

Or — if you prefer not to change OpenClaw's config at all — just override the standard env vars:

export ANTHROPIC_API_KEY="apt-your-key-here"
export ANTHROPIC_BASE_URL="https://aiprimetech.io"

OpenClaw will pick these up automatically on next launch. (Full env-var reference: docs → configure.)

Step 3: Test the connection

openclaw test --provider anthropic

Expected output:

✓ Provider: anthropic (base: aiprimetech.io)
✓ Auth: OK
✓ Model claude-opus-4-7: 142ms
✓ Model claude-sonnet-4-6: 98ms
✓ Model claude-haiku-4-5: 76ms

All checks passed. Ready to run agents.

Step 4: Run your first agent

openclaw run --task "Review the codebase in ./src and write a one-paragraph architecture summary"

You'll see OpenClaw plan the steps, call aiprimetech.io for each one, and execute tools locally. Token costs appear in your AI Prime Tech dashboard in real time.

Smart model assignment per agent role

OpenClaw lets you assign different models per agent role. This is where you save another 40-60% on top of the gateway discount:

roles:
  planner:
    model: claude-opus-4-7    # only for high-level planning
    max_tokens: 4096
  coder:
    model: claude-sonnet-4-6  # 5x cheaper, excellent code quality
    max_tokens: 8192
  searcher:
    model: claude-haiku-4-5   # 15x cheaper, perfect for tool dispatch
    max_tokens: 2048

Most agent loops are 70%+ "searcher" calls. Routing those to Haiku alone cuts spend dramatically without quality loss. See the full model reference for context-window and pricing details.

Advanced: prompt caching for system prompts

OpenClaw's system prompts can be 2000+ tokens. AI Prime Tech supports Anthropic's prompt caching natively — enable it for 90% off cached content:

provider:
  features:
    prompt_caching: true
    cache_ttl: 3600  # seconds

Monitoring and cost control

Spin up OpenClaw on AI Prime Tech today

Free signup, free $5 trial credit, no card required.

Get API Key →