Insights

practical notes on AI visibility and GEO.

Methods, examples, limitations, and primary sources for teams that want to understand how AI-assisted discovery works.

Four practical guides

understand the answers. know your next step.

Guides by Taksh Dange on checking your starting point, reviewing an audit and measuring useful progress.

02

What an AI visibility audit includes

Learn what an AI visibility audit should deliver: a defined scope, recorded answers, source checks, technical findings and a prioritised plan for your team.


7 min read · Taksh Dange

Publishing standard

methods you can inspect.

Each guide links to primary documentation beside platform-specific claims. Public website examples are identified, and hypothetical scenarios are labelled. A small answer sample is a starting point for investigation, not a measure of platform-wide market share.

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