Ai Search Rank Tracker

Track whether ChatGPT, Claude, Gemini, and Perplexity recommend a startup or brand across a prompt set. Use when you need AI search visibility tracking, GEO / AI SEO monitoring, brand mention checks, competitor detection in AI answers, rank estimation, sentiment scoring, or a simple visibility report for a company, product, or domain.

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

Inputs

Use a JSON file like prompts/starter.json:

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

bash scripts/install.sh

Run

bash

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