LX Lexical AI visibility

Research

Research for teams tracking AI-driven software discovery

Lexical research helps teams understand how AI answers are shaped in the categories that matter to them.

  • AI visibility research
  • Citation analysis
  • Category benchmarks
  • Model divergence

Lexical research is meant to do two jobs at once:

  • help operators understand how AI answers are actually shaped in their market
  • help prospects evaluate whether AI visibility is becoming a real commercial issue in their market

Research themes

Citation power maps

Reports on which domains most consistently shape AI answers in a category, where models agree, and where the answer ecosystem is still in motion.

Category benchmark reports

Category-level views of AI share of voice, competitor movement, and narrative patterns across the markets Lexical tracks.

Model divergence analysis

Breakdowns of where ChatGPT, Perplexity, Gemini, Google AI Overviews, and other surfaces give different answers to the same buying-intent questions.

Explore

Available report pages

Each report is meant to make AI-driven software discovery easier to understand and easier to act on.