5 min read•Simran Rawat
What Is AI Search Attribution?
AI search attribution connects the influence of AI answers to business outcomes. Here is why it is hard, the methods that hold up, and what it cannot tell you.
Glossary
7 articles on glossary.
5 min read•Simran Rawat
What Is AI Shopping, and How Do Products Appear in ChatGPT Shopping?
AI shopping is buyers researching, comparing and choosing products inside an AI assistant. Here is what those assistants rely on, and how brands can prepare.
5 min read•Simran Rawat
Citation vs Brand Mention in AI Search: What's the Difference?
A mention is your brand named in an AI answer. A citation is your URL listed as a source. They are separate outcomes, and each one calls for different work.
5 min read•Sheetal Shakshi
What Is Brand Sentiment in AI Answers?
Brand sentiment in AI answers is how an engine describes your brand when it names you. Here is how to score it, read it next to visibility, and fix negative framing.
5 min read•Sheetal Shakshi
What Is AI Visibility?
AI visibility is how often and how favorably AI answers name your brand for the questions buyers ask. Here is how it is measured and the mistakes that distort it.
5 min read•Sheetal Shakshi
What Is Zero-Click Search, and What Does It Mean for Brands?
Zero-click search is when a question gets resolved without a click to any website. AI answers extend it, and clicks alone now undercount influence. Here is what to measure instead.
4 min read•Sheetal Shakshi
What Is an Answer Engine?
An answer engine is an AI system that responds to a question with a synthesized answer instead of a list of links. Here is how they work and what that means for brands.
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