How to spot AI content tools with no citation or crawler data behind their claims

The AI visibility market is crowded with tools that show you a score but can't show you the data behind it. Here's how to pressure-test citation claims, verify crawler data, and spot vendors who are guessing.

Key takeaways* The fastest way to vet an AI visibility or GEO tool is to ask two questions: where does your citation data come from, and can I see raw crawler logs? Tools that dodge either one are usually repackaging guesses.* A single blended