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145 posts
When AI search believes a brand is real: a consistency guide
A fake-brand AI search experiment, read as a consistency signal, not a playbook: what AI trusts, consistency vs. truth, and how engines fail differently.
AI search is about recommendation and action, not visibility
Turning an AI answer mention into action takes sentences that make the shortlist. How to adapt content as queries get longer, and how commerce and SaaS differ.
Zero AI Search Citations? Diagnose the Cause Step by Step
A citation count alone can't tell you why your brand is missing from AI answers. Split the bottleneck from query reach to final selection and check that first.
Can AI recommendations be manipulated?
Two studies where a few lines of product page text flipped LLM recommendation rankings, and how to detect manipulation, including by competitors, and respond.
AI Recommended You, but GA4 Can't See It: Reporting the Gap
AI search creates influence that never shows up as sessions or clicks. A three-layer framework to separate GA4 and AI visibility reports for executives.
Why Your Site Isn't in AI Search: A 10-Gate Checklist
AI search visibility is a pipeline of gates from discovery to answer selection. How to audit each step, what to fix first, and what to check if new posts fail.
How ChatGPT, Perplexity, and Gemini cite sources
ChatGPT, Perplexity, and Gemini choose and show sources differently, so GEO strategy should split by platform. How each cites and how to track them all at once.
AI Search KPIs: Citation Rate, AVI, and Share of Voice
AI search KPIs should center on citations, like citation rate, AVI, and share of voice, not rank or traffic. How they differ from SEO metrics and how to start.
Getting recommended by AI shopping agents
For AI shopping agents to shortlist a product, price, stock, and policy must match on every page. Why mismatches hurt, and whether Product schema is enough.
Reading AI crawler logs: do more GPTBot visits help?
Lots of AI bots in your logs doesn't mean more AI search visibility. How to read GPTBot-style logs, training vs. user fetch, and what logs can confirm.