Missing from an AI answer? Two cases. No page on your site covers the prompt: write a brief first. A page exists but a competitor gets cited: compare structure, evidence and freshness with the page the engine used. Diagnose before you write.

Bing's new Topics Portfolio shows the questions where AI cites others and not you. Beta, approximate numbers, no click data yet. The signal is still clear: plan by topic, not keyword. Group your prompts into topics and check share of voice per topic.

Typing your brand into ChatGPT isn't monitoring. Fix 1 for security and SaaS marketers: split visibility by prompt, by engine and by competitor. One blended number hides which question you lose. Fill the list with real Search Console and Bing queries.

67% of cybersecurity buyers double check the AI shortlist before acting on it. 42% ask another AI. 38% check sources. 29% ask peers. 25% open a review site. Being named is step one.

The Magic Quadrant helps procurement. AI engines mostly don't quote it. OtterlyAI, 24 hour snapshot, not security-specific: 96% of Gartner's AI citations came from its Reviews pages. Gated research: under 1%. Check your review profile.

Security buyers say vendor messaging lacks technical depth (52%) and ROI proof (49%). 320 buyers, Ponemon and NOLA. AI needs the same thing to quote you: a specific claim, a table, a date. Behind a form? Neither buyer nor engine sees it.

Your dashboard is green. ChatGPT still doesn't name you. 73% of 100 cybersecurity vendors got zero ChatGPT citations on category questions. One had 50,000 monthly Google visitors and none in ChatGPT. check- portal.gracker.ai

5 AI visibility numbers for your next board deck: citation rate share of voice vs top 3 brand mention rate sentiment AI-sourced pipeline Typical B2B citation rate: 5 to 15%. Leaders: 40%+. Traffic and rankings show none of these.

75% of AI citations come from pages you don't own. Reviews 12 to 18% Reddit 10 to 15% YouTube 8 to 15% Publications 8 to 12% LinkedIn 6 to 10% Your content calendar only works the other 25%.

768,000 AI citations, 12 weeks: Product-centric content 46 to 70% Educational blogs 3 to 6% PR under 2% AI doesn't cite stories. It cites specs: comparison tables, docs, FAQs, honest best-of lists.

Where to find the AI prompts worth tracking: 1 customer calls 2 Search Console 3 Bing Webmaster 4 competitor gaps 5 query fan-out 6 the engines themselves Keep 25 to 50. Track weekly. Prompts written in a meeting don't make revenue.

95% of B2B deals go to a vendor on the Day One shortlist. 50% of buyers now start that shortlist in an AI chatbot. 63% of shortlists have only 2 or 3 names. Ranking on Google doesn't put you on it. Being named by AI does.