Fan-Out Queries: The Background Searches That Determine Your AI Citations
Fan-out queries are the background searches an AI model fires before producing an answer. They determine which brands get retrieved and cited. Optimizing for them is different from SEO, and most brands are not doing it.
How to Get Your Business Cited by ChatGPT, Claude, and Perplexity
Brands recommended first by AI are 389% more likely to be Googled afterward. Earning that recommendation requires specific technical signals and content structures. Most businesses are missing the majority of them.
agents.json: The Missing File That Makes Your Website Agent-Accessible
Most websites tell AI what they contain. agents.json tells AI agents what they can do. It's one of the most important files your site is probably missing.
Why Your Reddit Presence Now Affects Your AI Search Visibility
Research shows Reddit is the dominant source of user-generated content that AI deep-research agents retrieve. Most brands have no active Reddit strategy, which means their AI representation is built on whatever competitors, critics, or unrelated discussions happen to be there.
Grounding, Shaping, Poisoning: The Three AI Visibility Strategies Every Marketer Needs to Know
Grounding gives AI verifiable evidence. Shaping puts your talking points in front of AI systems. Poisoning manipulates AI without users knowing. Most marketing teams are doing all three without realizing it.
Open Knowledge Format (OKF): The Standard AI Agents Use to Navigate Your Business
OKF is Google's answer to how AI agents should represent structured business knowledge. It's new (June 2026) and already reshaping what AI readiness means for businesses.
What Is an AI Readiness Score — and What Does Good Look Like?
An AI readiness score is more than a number. Understanding what it measures, how each check is weighted, and what score thresholds mean in practice makes it a useful strategic tool.
AI Readiness for CMOs: What Marketing Leaders Need to Track in 2026
AI discovery is becoming a marketing metric. CMOs who start tracking it now will have data and strategy advantages that compound over the next two years.
How to Get Your Business Recommended by ChatGPT
AI referrals are no longer a bonus channel — they are fast becoming a primary one. Brands recommended first by AI are 389% more likely to be Googled afterward, which turns ChatGPT citations into top-of-funnel fuel. This guide walks marketers, SEO leads, and founders through the exact signals ChatGPT uses when deciding which businesses to name, and how to optimize for each one. Use it as a repeatable playbook, not a one-time checklist.
Page 2 of 4 · 29 articles total