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Answer Engine Optimization

AI answer engines pick sources differently than Google ranks pages. These posts cover what actually gets you quoted: letting the crawlers in, structuring answers they can lift, and measuring citations once they start.

Looking for the product side of this? See how Lyra handles answer engine optimization.

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36 posts

Research11 min read· Aug 4, 2026

llms.txt standard: should your SaaS blog have one?

The llms.txt standard sits on roughly 1 in 20 top sites, but Google says no AI system uses it yet. Who reads it, a generator list, and a real file example.

Research10 min read· Aug 3, 2026

ChatGPT Ads Manager: what it means for AI referrals

ChatGPT Ads Manager rolled out through 2026: the ad timeline, how ads differ from citations, and whether SaaS blogs should buy ads, chase GEO, or both.

Research11 min read· Aug 2, 2026

ChatGPT citation drop 2026: what happened, and what to do

ChatGPT citation drop 2026, explained: the March-April volatility, why ads pushed citations to product sites, what rebounded by May, and what to do now.

Tutorial10 min read· Aug 2, 2026

Cloudflare content signals policy: what changes September 15

Cloudflare's content signals policy gets enforcement on September 15, 2026, blocking Training and Agent crawlers by default on ad-monetized pages.

Research8 min read· Aug 2, 2026

Conversational discovery ads: what they mean for your SaaS blog

Conversational discovery ads put Sponsored results inside Google AI Mode answers. What they are, why now, and what they mean for your organic click share.

Research10 min read· Jul 30, 2026

Video transcripts and AI citations: why text still matters

AI engines don't watch video, they read the transcript. Why YouTube's 31.8% share of AI social citations runs on text, not views, and how to publish yours.

Tutorial11 min read· Jul 29, 2026

Search Console's AI performance report: how to read it

Google Search Console's new AI performance report shows AI Overviews and AI Mode impressions. Here's what it tracks, what it hides, and how to read it right.

Research10 min read· Jul 28, 2026

AI referral traffic 2026: what SaaS blogs actually get

AI referral traffic 2026, with real numbers: ChatGPT drives 92% of it, Claude grew 64x, and why the session count still undersells GEO's payback for SaaS blogs.

Tutorial12 min read· Jul 28, 2026

Cloudflare pay per crawl: should your SaaS blog opt in?

Cloudflare pay per crawl lets you charge AI crawlers per page fetch. For most product-led SaaS blogs, opting in trades AI-answer citations for a few cents.

Research11 min read· Jul 28, 2026

GEO for pricing pages: getting cited on cost questions

A 30-day study found AI engines misquoting pricing in 38% of answers. How to write prose, billing units, and a pricing FAQ so ChatGPT and Perplexity cite your real price.

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