
Brand Mention Frequency vs Citation Frequency: The 2026 AI Search Divergence
Mentions and citations are different events in AI search, and in 2026 they diverged. Semrush found 62% of AI citations never name the brand. The gap tells you what to fix.

Mentions and citations are different events in AI search, and in 2026 they diverged. Semrush found 62% of AI citations never name the brand. The gap tells you what to fix.

Citation half-life measures how long a page holds its AI citation share before it halves. It differs by industry: regulated UK verticals hold longer, SaaS decays fastest.

Early-stage marketing is won by rhythm, not big launches. Here are 50 recurring marketing cadences for an AI start-up’s first year, grouped by category and frequency.

CPM, CPC and CPL cannot see the value of an AI citation. Here are three new performance metrics, cost per citation, citation share of voice and citation-influenced pipeline.

Most AI SEO contracts pay for activity, not outcomes. These five KPI clauses, plus a refund-trigger template, tie the fee to citation share, freshness and schema coverage.

A single content brief can optimise for Google ranking, AI retrieval and AI citation at the same time. Here is the three-layer template, with the checklist for each layer.