Public signal research

Reputation Software: what AI systems can read from 10 public websites

Each page below reports what search and AI systems can access, understand and verify from one public website, scored under a published rubric. Scores in this set run 5.1 to 8.2. Independent public-signal research. Not requested or endorsed by the business evaluated.

These are sites we chose to evaluate, not a survey of the industry, so the set says nothing about reputation software businesses in general. Read each page for what it measured on that site, on the date it says.

Want your own site evaluated? Run a free Trust Visibility Check. Your report is private unless you choose to publish it.

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