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The Engines

How each AI answer engine (ChatGPT, Perplexity, Gemini, Copilot, and Google AI Overviews) finds, trusts, and cites its sources.

108 field notes in this category · updated Jul 2026

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The Engines

How to Ensure Your Content Gets Cited by AI: Focus on Comparison Tables and FAQs

A new study of Australian insurance citations reports that structured comparison and FAQ pages persisted more often than broad guides. Treat the finding as a testable signal, not a universal publishing rule.

THE FLAGSHIP8 min read

All in The Engines

108 field notes
The Engines

Why Are Long-Form Guides Losing Out in AI Search?

New citation studies suggest that broad guides can be less durable in AI answers than focused comparison pages and FAQs. The right response is not to abandon depth. It is to make every page answer a specific question cleanly.

9 min read

The Engines

Why Adding English Pages Could Boost Your AI Citations

A new multilingual-site analysis found English pages were overrepresented in ChatGPT retrieval and associated with higher AI visibility across several surfaces. Add English only where you can maintain it as carefully as the source language.

9 min read

The Engines

How Google AI Overviews Affect Your SEO Strategy

AI Overviews now sit above Google's organic results on a large share of searches, and they've cut clicks by 38% where they show up. Here's what changed, who it hits hardest, and how to earn a citation instead of losing the click.

9 min read

The Engines

How to Optimize Your Technical SEO for AI Citations

Google published its first official AI optimization guide on 15 May 2026, confirming that the same technical foundations governing organic rankings also determine AI citation eligibility. Broken crawlability means no citation.

7 min read