ChatAd Land

Insights into SEO, GEO, and AEO for the AI search era.

New AI-labeled articles every Tuesday and Thursday.

How Should You Structure a Pricing Page for Answer Engine Optimization?
Answer engines quote prices when they are plain text in static HTML. Here is a tier table, FAQ, and schema pattern B2B SaaS teams can copy.
What Is llms.txt and How Should GEO Teams Publish One Without Gaming Citations?
llms.txt is a plain-text map of your canonical URLs for LLM retrieval. It complements robots.txt and static HTML, it does not replace them.
How Do You Build an Entity Brief for GEO When Rank Is Not Enough?
ChatGPT and Claude cite entities more than rankings. A one-page entity brief aligns names, facts, and schema so models quote you correctly.
What Should robots.txt Allow for AI Crawlers Without Blocking GEO?
GPTBot, ClaudeBot, PerplexityBot, and Google-Extended each need a deliberate robots.txt policy. Block scrapers, not your citation pipeline.
How Do You Calculate Margin Per AI Conversation When GEO Teams Only Track Tokens?
Token dashboards hide whether each AI interaction made money. ConvoMargin's free calculator at convomargin.pages.dev joins cost to revenue per conversation.
Why Does View-Source Still Decide GEO When Your CMS Looks Fine in Chrome?
LLM crawlers and answer engines read raw HTML, not your hydrated React tree. Here is a static-first checklist for SEO, GEO, and AEO on Cloudflare Pages.
Does ChatGPT Ignore Your Google Rankings? What a 320-Query Citation Study Actually Shows
CiteLens compared AI engine citations to Google and Bing top-10 results. Google AI Mode and Perplexity track SEO; ChatGPT barely does. Here is how to split your GEO strategy.
What Is Convomargin (Stealth) and Why LLM Margin Tracking Matters for GEO Teams?
Convomargin is a stealth project from Prism Publication focused on LLM margin, not vanity usage charts. Here is why answer-engine teams need unit economics, not another dashboard.
How Do You Measure LLM Costs When GEO and AEO Become Your Content Engine?
Answer-engine workflows burn tokens on drafts, embeddings, evals, and rewrites, not just chat. Here is a plain-text cost model GEO teams can actually budget against.
iCrowd Is Selling AEO Press Releases Now. Here's What That Actually Buys You.
A wire-distribution vendor added AEO and GEO to its press release pitch this week. The useful part is distribution discipline; the risky part is treating syndication like citation engineering.