Blog
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· 17 min read
Generative AI Optimization: What the Evidence Shows
Generative AI optimization in 2026: the tactics with real evidence, the ones that measured as zero, and how to track brand visibility across four engines.
- generative-engine-optimization
- ai-visibility
- measurement
- ai-citations
· 18 min read
ChatGPT Ads and Organic AI Visibility: Measure Both
ChatGPT ads reached 51% of US replies. Here is what that does to organic AI visibility — and how to measure the paid and cited layers separately.
- generative-engine-optimization
- ai-visibility
- chatgpt
- paid-vs-organic
- measurement
· 18 min read
ChatGPT Describes Your Brand Wrong: How to Fix It
ChatGPT gives wrong information about my brand? Diagnose whether it is model memory or a stale cited page, then repair old pricing, names and framing.
- generative-engine-optimization
- ai-visibility
- brand-perception
- chatgpt
- structured-data
· 24 min read
Generative AI Optimization for B2B SaaS: A 90-Day Plan
A 90-day implementation framework that takes B2B SaaS brands from baseline to 40%+ citation rates across ChatGPT, Gemini, Claude, and Grok.
- generative-engine-optimization
- ai-visibility
- b2b-saas
- geo-implementation
- chatgpt
· 15 min read
Gemini vs AI Overviews vs AI Mode: What to Track
Gemini, AI Overviews and AI Mode cite the same URLs only 13.7% of the time. Here is which Google AI surface to track, and how to measure each one.
- generative-engine-optimization
- ai-visibility
- measurement
- google-ai-mode
- ai-overviews
- gemini
· 22 min read
How to Get Into the Best Tools Lists AI Engines Cite
ChatGPT cites a recommended tool's own site just 11.6% of the time. Here's how to get listed in the best tools lists AI engines actually cite.
- generative-engine-optimization
- ai-citations
- listicles
- b2b-saas
- off-site-geo
· 19 min read
AI Visibility vs AI Traffic: Connect Your Score to GA4
A visibility score and a GA4 report answer different questions. Here's how to instrument both and recover the AI traffic GA4 files as Direct.
- ai-visibility
- ga4
- attribution
- measurement
- generative-engine-optimization
· 19 min read
How to Choose the 25 Prompts You Track for AI Visibility
Your AI visibility score is only as good as your prompt set. A repeatable method for choosing which prompts to track, mapped to a funnel not a keyword list.
- generative-engine-optimization
- ai-visibility
- prompt-tracking
- measurement
- geo-strategy
· 18 min read
llms.txt and AI Crawler Access: The 20-Minute Setup
Google says skip llms.txt. Chrome now audits it. Here's the 20-minute technical GEO setup, in evidence order: crawler access first, llms.txt last.
- llms.txt
- AI crawler access
- technical GEO
- robots.txt
- generative engine optimization
· 20 min read
Competitive AI Visibility Analysis: Share of Answers
A competitive AI visibility analysis method: measure share of answers per engine, size the margin of error, and find the sources winning rivals' slots.
- generative-engine-optimization
- ai-visibility
- measurement
- competitive-analysis
- share-of-answers
· 17 min read
AI Visibility Score: The Evidence Behind Our Formula
Our AI visibility score weights mentions, citations, prominence and sentiment. Here is the published formula and the research behind each weight.
- generative engine optimization
- ai visibility score
- methodology
- measurement
· 18 min read
Get Cited by AI: The 2026 Evidence, Engine by Engine
What actually gets you cited by AI in 2026: per-engine citation data for ChatGPT, Gemini, Claude and Grok, plus the tactics the evidence says do nothing.
- generative engine optimization
- ai citations
- chatgpt
- gemini
- claude
- grok
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