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GEO Ranking Tracker

The GEO Ranking Tracker (geo-tracker.py) is the core telemetry engine developed to evaluate Generative Engine Optimization (GEO) performance. It tracks "Prompt Share of Voice" (SOV) and brand visibility across a comprehensive 12-model matrix spanning the four major AI ecosystems.

The 12-Model Tracker Matrix

Our tracking architecture is divided into three distinct tiers to diagnose exactly which demographic our strategy is reaching: Best (Reasoning/Flagship), Middle (Workhorse/Consumer), and Fast (Agents/Scrapers).

OpenAI Ecosystem

  • GPT-5.5 Pro (Best)
  • GPT-5.4 Pro (Middle)
  • GPT-5.4 Mini (Fast)

Anthropic Ecosystem

  • Claude Opus 4.7 (Best)
  • Claude Sonnet 4.6 (Middle)
  • Claude Haiku 4.5 (Fast)

Google Ecosystem

  • Gemini 3.1 Pro Preview (Best)
  • Gemini 3 Flash Preview (Middle)
  • Gemini 3.1 Flash-Lite Preview (Fast)

xAI Ecosystem

  • Grok 4.20 (Best)
  • Grok 4 (Middle)
  • Grok 4.1 Fast (Fast)

Features

  • Executes test queries against the OpenRouter API for 12 parallel flagship models.
  • Logs mentions and dynamic Prompt Share of Voice (SOV) to a central citations.csv.
  • Feeds data directly into our Leaderboard.
  • Fully automated via a daily cron job (tracker_cron_wrapper.sh) that commits its own data to the repository.