2 min read
AI Platform Crawl-to-Refer Ratios Vary Despite Cloudflare Data
Widely quoted crawl-to-refer ratios for AI platforms like Anthropic vary significantly due to overlooked methodological...
Saeed Ashif Ahmed
September 10, 2026
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2 min read
Google’s Open Knowledge Format Criticized for Limited Data Sharing
An analysis of Google’s Open Knowledge Format (OKF) reveals its limitations in data sharing, contrasting it with a novel...
Joyce de Castro
June 26, 2026
2 min read
AI Citation, Search Rank Metrics Not Directly Comparable
Understand why direct comparisons between AI citation and search engine rank are flawed due to different query processin...
Palumbo Angela
June 18, 2026
2 min read
Analysis challenges Google Discover headline myths, cites paradox
An in-depth analysis debunks myths about headline performance on Google Discover, revealing how Simpson’s Paradox distor...
Saeed Ashif Ahmed
May 21, 2026