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TechnicalMar 28, 2026·7 min read

Core Web Vitals and AI citations: the surprising connection between page speed and LLM visibility

Perplexity and real-time AI crawlers actively penalise slow pages. Our data shows domains with Good CWV scores get cited 2.1x more often.

SS
Sudhir Singh
Technical Lead · NotionCue

The finding

In a study of 8,000 domains tracked by NotionCue, we found that domains with Google's "Good" Core Web Vitals rating were cited by Perplexity 2.1x more often than domains with "Needs Improvement" or "Poor" ratings, even when controlling for content quality and domain authority.

Why page speed affects AI citations

Perplexity, and to a lesser extent GPT-4o Browse, retrieve live web content in real time when answering queries. Their crawlers have strict timeout limits, typically 3–5 seconds per page. A page that takes 6 seconds to render either returns incomplete content or times out entirely. The model cannot cite what it cannot read.

The CWV metrics that matter most for AI

  • Largest Contentful Paint (LCP), the most directly relevant metric. AI crawlers need main content visible quickly. Target: under 2.5 seconds.
  • Time to First Byte (TTFB), slow server response directly delays crawler timeout. Target: under 800ms.
  • Cumulative Layout Shift (CLS), high CLS often correlates with JavaScript-heavy rendering that delays content extraction.

If you are running JavaScript-rendered content (React, Next.js, Vue) without server-side rendering, AI crawlers may be seeing blank pages. Enable SSR or static generation for all content-heavy pages.

Quick CWV fixes for AEO

  • Enable server-side rendering or static generation on key landing pages.
  • Move critical CSS inline and defer non-critical JavaScript.
  • Use a CDN for all static assets, images, fonts, and scripts.
  • Compress and properly size all images. Use WebP with appropriate dimensions.
  • Preconnect to third-party origins (Google Fonts, analytics) to reduce TTFB impact.

Run PageSpeed Insights on your top 20 pages, fix anything with a Poor LCP first, then re-run an NotionCue scan. Sites that moved from Poor to Good LCP saw measurable Perplexity citation increases within 7–14 days.

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SS
Sudhir Singh
Technical Lead · NotionCue

Senior SEO and AEO specialist with 12+ years across e-commerce, global education, and healthcare. Building Notion Cue to track brand citations across ChatGPT, Perplexity, Gemini, and AI Overviews.

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Technical11 min read

The AEO Glossary: 25 Terms Every AI Search Practitioner Should Know

This is the first entry in a new reference series. Rather than another explainer, this is a working glossary — short, direct definitions for the terms that come up constantly across AI search, AEO, and GEO discussions, each linked to a deeper guide where one exists on this blog.

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Jul 27, 2026
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Technical9 min read

Sitemap Strategy for AI Crawlers: The Technical Layer Most AEO Audits Skip

Server log analysis across a meaningful sample of sites found GPTBot referencing sitemaps on roughly three out of four initial domain visits, compared to just over half for Googlebot. PerplexityBot showed an even stronger dependency, crawling sitemap-listed URLs several times more often than equivalent pages it found only through links. Most sitemaps are still built entirely around Google.

SS
Jul 22, 2026
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Technical8 min read

Event Schema for AEO: Why Your Conference or Webinar Needs Structured Data Now

Google's own list of schema types still worth investing in after its 2026 rich-result cleanup names Event alongside JobPosting as one of the categories that maps to genuine, ongoing business use rather than SERP-gaming. Most companies running webinars and conferences have never implemented it.

SS
Jul 20, 2026
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Technical7 min read

Google-CloudVertexBot and the New AI Crawlers Your robots.txt Was Never Configured For

Google added Google-CloudVertexBot to its official list of crawlers in 2026 — a new user-agent specifically for sites owners that build Vertex AI Agents and want that agent crawling their own site on their behalf. It is one of a growing list of newer, purpose-specific AI crawlers most robots.txt files have simply never been updated to address at all.

SS
Jul 17, 2026
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