How to Check If AI Mentions Your Brand (and Track It Over Time)
The fixed-prompt-set workflow across ChatGPT, Perplexity, and Google AI — what to log, the monthly cadence, and when to automate.
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Data-driven research on AI search optimization, brand citations, and community signals.
Does Schema Markup Help AI Search? What Structured Data Actually Does for Citations
The honest mechanism: disambiguation, the retrieval bridge, and the forcing function — plus the schema stack worth shipping.
ChatGPT vs Perplexity vs Google AI: Where Can You Get Cited First?
Each engine's source mix and feedback speed — and the sequenced playbook from Perplexity's fast loop to ChatGPT's training-data moat.
How ChatGPT Decides Which Brands to Cite (2026)
Analysis of 26,000+ ChatGPT citations reveals the ranking factors that determine which brands get mentioned in AI search results.
The llms.txt Guide: Tell AI What Your Site Is About
The complete guide to implementing llms.txt, the emerging standard for helping AI models understand your website.
Reddit Mentions and AI Search: Why Community Signals Matter
Sites with 10M+ Reddit mentions average 7 AI citations vs 1.8 for minimal presence. Here is why community signals drive AI visibility.