AI visibility, head to head

More buying research now starts inside an AI assistant. These matchups show which of two well-known sites ChatGPT, Claude, Gemini and Perplexity can read more clearly — and where each is leaving gaps. Every comparison runs a fresh, live scan when you open it.

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