Hybrid Insights:
Navigating the AI-SEO Era
EST. 2024 / SEO INTELLIGENCE
What AI Search Engines Actually Check on Your Page in 2026 (Signal by Signal)
We reverse-engineered the actual signals AI search engines weigh — here's what ChatGPT, Perplexity, and Google AI Overviews check on your page.
HybridRanking Team
AI SEO Intelligence
llms.txt One Year Later: Who's Actually Reading It in 2026
Twenty months after Jeremy Howard proposed llms.txt, the Q2 2026 evidence is in: 0.1% of AI crawler traffic touches the file, a 300,000-domain study finds no citation lift, and Google said no on the record. Our audit stopped treating it as a ranking signal in March. Here is what changed and what we still surface — and why.
Every AI Crawler You're Accidentally Blocking in Q3 2026
Between February and April 2026, four major AI vendors quietly added new crawler user-agents. Most robots.txt files were written before any of them existed. Here is the current map — who launched what, what they do, and which ones you almost certainly forgot to allow.
Google's First Discover-Specific Core Update Took 22 Days. Here's the Winner-Loser Data.
Forbes lost 67% of its Discover audience. Parade gained 1,300%. Yahoo dropped from 3rd place to 9th. The February 2026 Discover Core Update — the first Discover-specific core update Google has ever shipped — finished rolling out three months ago. The data finally tells a clear story.
Google Killed FAQ Rich Results on May 7. The April Core Update Told You What to Build Instead.
On May 7, 2026 Google officially stopped rendering FAQ rich results in search. Two weeks earlier, the April Core Update made firsthand Experience the most consistent winner in post-update traffic analyses. Both shifts point at the same kind of content.
Why Original Research Is the Only AI SEO Tactic With Real Data Behind It
We catalogued 1,192 sources on AI search. Only one tactic has consistent high-confidence evidence — original research. Here's the playbook.
FAQ Sections AI Search Actually Cites (and the Ones It Ignores)
Marketers claim FAQ schema lifts AI citations 30%. Ahrefs analyzed 1,885 pages — schema barely moved the needle. Here's what actually works.
E-E-A-T Beyond Blog Posts: Trust Signals for Product, About, and Category Pages
Every E-E-A-T guide assumes blog posts with bylines. Here's what AI search actually checks on About, product, and category pages — and what to fix.
How to Recover Your SEO Traffic from AI Overviews
The search landscape is undergoing its most radical transformation since the introduction of mobile-first indexing.
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