AI Visibility Leaderboard — who AI engines actually recommend

Every month, we crawl the public website of every company in the seed list (up to 8 pages per site) and run a small battery of industry prompts through each AI engine the platform has API access to. We then score six dimensions per company, from 0 to 100:

• AI visibility — fraction of (prompt × engine) cells where the company is mentioned by the AI engine's answer.
• Authority — pages successfully crawled, structured-data coverage, and average word count on the public site.
• Content gap — internal-link density and reading-score average — a proxy for content depth and clarity.
• Competitor share — how often the company shows up versus its peers in the same AI engine answers.
• Social presence — diversity of outbound social hosts linked from the public site.
• Forum presence — links to community platforms (Reddit, Quora, Stack Exchange, etc.) from the public site.

The overall score is an equal-weight average of every dimension we could measure. Companies whose site couldn't be crawled are still ranked on their AI-derived scores alone — we want every company in the seed list to appear, even when the site refuses automated traffic.

We make no claim of partnership or endorsement from any ranked company. The leaderboard samples public web surfaces and public AI engine outputs the same way an analyst would. The list updates on the 1st of every month.