Content Freshness: When Updating Old Content Actually Matters
Freshness is a property of some topics, not all. When an update earns its cost, when it does not, and how to keep dates honest.
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What Makes a Page Citation-Worthy for AI Systems?
No provider documents how a model chooses what to cite. This article separates the factors with real evidence behind them from the ones that are plausible guesswork.
How to Choose Competitors for LLM Visibility Monitoring
Share of voice is a proportion inside a competitor set you define. Here is how the set changes the number, and how to choose one that stays honest.
How to Audit a WordPress Site for AI Search Readiness
A step-by-step audit of the things that decide whether machines can reach, parse and understand a WordPress site — with the evidence tier for each check.
How API-Based AI Visibility Tracking Differs From ChatGPT.com
An API observation is not a consumer chat answer. Here are the seven layers that differ, and why we label the measurement instead of claiming a ranking.
Anthropic Crawlers: ClaudeBot, Claude-SearchBot and Claude-User
Anthropic runs three bots and states why IP blocking is the wrong opt-out. Here is each one's purpose and the documented cost of disabling it.
AI Crawlers Explained: Search, Training and User-Triggered Bots
Not every AI bot does the same job. Here are the documented categories, the agents each company publishes, and what blocking one actually costs you.