Generative Engine Optimization (GEO)
HOW THE BOTS PICK A BRAND
Answer engines — ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews — now answer most early-stage buyer research. The pillar on how they decide which brands get cited.
Tag
ChatGPT — Tagged Articles
AI
ChatGPT: The Most-Used AI Product Ever
ChatGPT is the most widely used AI product ever built — and the default starting point for product research, reputation queries, and category comparisons. The full entity profile.
AI Visibility
The Reddit Citation Share Index 2026: Perplexity Lives on Reddit
Which subreddits ChatGPT, Claude, Gemini, Perplexity, and Google AI Overviews actually cite across crypto, finance, wellness, and B2B. 4,000 observations. Perplexity leans hardest on Reddit. Claude lightest.
AI Communications
NYT v. OpenAI at 30 Months: What the Times's Answer Engine Blockade Means for Publishers in 2026
Two and a half years into the NYT v. OpenAI lawsuit, the Times's archive remains largely outside ChatGPT and the major answer engines. Why the bet is rational — and what happens to the publisher class regardless of how the case resolves.
Generative Engine Optimization (GEO)
Measuring GEO: The Metrics That Track AI Visibility
A GEO program without measurement is content marketing with optimism. The five-component scoring formula behind Citation Share — Citation Frequency, Cross-Engine Breadth, Query-Type Breadth, Extractability, Crawl Access.
Generative Engine Optimization (GEO)
Citation Share: The KPI Behind GEO
Citation Share is the share of AI-generated answers in which a brand appears. The KPI behind GEO, how it is measured, what it captures, what it does not, and how to set up a Citation Share program.
Insights & Strategy
Updating What AI Knows: The Real Timeline
When a brand fixes its citation graph, the engines reflect it on staggered timelines: Perplexity in days, ChatGPT in days-to-weeks, AI Overviews in weeks, Gemini in weeks-to-months, Claude on the next training cycle. Wikipedia is the multiplier.
AI Communications
Shoppers Ask AI Before They Open Amazon
Shoppers are increasingly turning to AI for product recommendations before even opening Amazon. This behavioral shift, driven by "answer collapse," means consumers arrive at brands with pre-formed preferences, fundamentally changing the shopper-brand encounter and necessitating a new approach to brand marketing.
Reputation Management
How to Audit What Every Major AI Engine Says About Your Brand
Every brand should know what each of the five major AI engines says about it for the prompts that matter. This article outlines a structured audit process, covering the engines to test, prompt categories, scoring dimensions, and actionable outputs to manage your AI reputation.