The LLM Visibility Lab

cycle 2026-07

Benchmark

The LLM visibility benchmark

Trackers for brand presence in LLM answers, graded A to F on repeatable prompt-panel runs.

LLM visibility tools

LLM Visibility Tools Tested: 9 Trackers Compared

Nine LLM visibility trackers graded A-F after a four-week, 150-prompt panel test across ChatGPT, Perplexity, Google AI Overviews, Gemini, and Copilot, rerun every 48 hours.
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