NORTAV BLOG
Research and field notes
Practical research on search discovery, AI answers and commercial measurement for B2B technology teams.
All articles
Do Backlinks Influence AI Search Visibility?
Studies link branded mentions to AI visibility more strongly than backlinks in some datasets, but they do not prove that link building causes AI citations. Learn how SaaS teams can define visibility and evaluate backlinks alongside mentions.
Do Reddit and Community Mentions Influence AI Answers?
Community pages may appear in AI answers, but a brand mention is not an endorsement or proof that participation caused it. This guide shows how SaaS teams can distinguish citations, mentions, and recommendations, then monitor them responsibly.
Do Third-Party Brand Mentions Matter More Than Your Own Website?
Research on AI visibility uses different measures and reaches different conclusions about owned and third-party sources. Learn how SaaS teams can maintain accurate owned content while building credible external presence.
Does llms.txt Matter for AI Search? Evidence and Uses
No broad improvement in AI search citations from llms.txt has been established. The file may help specific user-directed documentation workflows, but it is not a ranking shortcut. Learn what to prioritize instead.
Content Freshness and AI Citations: What Evidence Says
AI-cited pages were younger on average in one observational study, but that does not show that updating a page causes more citations. Learn how to assess freshness for accuracy and test changes without cosmetic date updates.
Why Does ChatGPT Mention Competitors but Not Your Brand?
One ChatGPT answer cannot explain why competitors appear and your brand does not. This guide covers prompt fit, public evidence, retrieved sources, and answer variability, then shows how to test buyer questions consistently.
How to Measure AI Traffic in GA4 and Search Console
Measure Google AI-feature exposure in Search Console, detectable assistant referrals and site actions in GA4, and leads or opportunities in your CRM. These datasets describe different stages and cannot reconstruct every buyer journey.
How to Attribute B2B Pipeline to AI Search
AI search pipeline measurement should separate identifiable referrals, attributed credit, and estimated incremental impact. Learn how B2B SaaS teams can link suitable CRM records, define limits, and use credible comparisons.
Which GEO metrics matter, and how should you measure them?
Define each GEO metric and its denominator. Track brand recommendations, mentions, citations, referrals, and CRM outcomes separately, then repeat a fixed prompt panel across engines and report uncertainty.
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