Scoring methodology
PingMentions scores how visible a B2B SaaS company is in AI-assisted buying research. The v1 benchmark combines citation results from answer engines with structural signals that make a site easier for AI systems to parse.
Citation presence across grounded AI answers
Mention position inside recommendation lists
Source URLs cited by the engine response
AI-readable site structure, including schema, sitemap, and llms.txt