CitationLab
Research & Analysis

Data-driven insights into AI search

We analyse thousands of real AI conversations to understand how visibility, recommendations, and commercial intent actually work in practice. Here are our findings.

150,000+
conversations analysed
3
AI models
2026
latest analysis

Published analyses

Our research gives you the insight you need to make better decisions about AI visibility.

Conversation Analysis

How commercial intent develops in AI conversations

An analysis of 150,000 real AI conversations reveals how users move from problem to purchase, what drives decision-making, and where conversations break down.

150,000 conversations | 3 AI models | 8 intent dimensions

More analyses are in progress

We continuously research new aspects of AI visibility and conversation dynamics. Sign up for our newsletter to be notified when new analyses are published.

Want insights tailored to your brand?

Our analyses are based on aggregated data. With CitationLab, you get brand-specific conversation analysis in real time.