AI Search Rank Tracker

Run the tracker against a prompt set and produce a visibility report.

Inputs

Use a JSON file like prompts/starter.json:

{
  "brand": "clawlite.ai",
  "aliases": ["clawlite", "claw lite", "clawlite ai"],
  "prompts": [
    "best openclaw alternative",
    "easiest openclaw installer",
    "openclaw for beginners"
  ],
  "engines": ["chatgpt", "claude", "gemini", "perplexity"]
}

Install

Use the one-click bootstrap:

bash scripts/install.sh

Run

node src/index.js prompts/starter.json

Outputs

Find reports in output/:

• JSON report
• Markdown report
• CSV report

Prompt database

Use the built-in prompt database in prompt-db/ for larger GEO / AI SEO scans.

Included categories:

• SaaS
• AI tools
• Developer tools
• OpenClaw ecosystem
• Local AI tools

Each record includes category and commercial metadata so prompt sets can be grouped by intent, journey stage, and buyer value.

Notes

• Configure keys in .env
• OpenAI-compatible backends are supported
• Anthropic is supported
• OpenRouter / EZRouter-compatible setups can be wired through environment variables
• Per-engine failures do not fail the whole batch