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Field notes on AI visibility

How AI assistants describe, rank, and recommend companies, and how to measure it honestly.

ComparisonJuly 14, 2026·8 min read

The AI visibility landscape: Pick44 vs Profound, Scrunch, AthenaHQ, and the SEO incumbents

An honest map of the Generative Engine Optimization (GEO) market — the enterprise leaders, the mid-market platforms, the SEO incumbents moving in, and where Pick44 fits.

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