TITLE: I Tested 10 GEO / AI Search Visibility Tools So You Don't Waste $500/Month on the Wrong One

GEO tools are proliferating faster than they're being benchmarked — and 87 people already submitted articles that restate the homepage. This one doesn't.

I ran prompt simulations, read actual pricing pages, and documented where each tool's API is vaporware. Here's the unfiltered matrix.

Scoring Criteria

Eight dimensions: pricing model and cliff edges, tracked LLM count, query/prompt volume caps, brand mention scoring, citation analysis depth, prompt simulation fidelity (custom vs. template-only), reporting integrations, and API availability.…