
Our Latest Research
We studied 134 B2B software categories, identified the topical authority leader in each, and checked how those brands ranked in Google and across four AI models. Topical authority correlated with Google rankings, but not with AI search visibility. The brands that own a keyword cluster on Google are not always the ones AI recommends.

Usman Akram
We ran the same three prompts across OpenAI, Gemini, Claude, and Perplexity, 12,000 runs in total, to test whether AI recommendations are consistent, random, or somewhere in between. The results reveal surprising patterns in variance, ranking stability, and model behaviour across categories.

Usman Akram
Sept 12, 2025
A data-driven study of how AI search engines surface sources. By analyzing 19 research papers and thousands of LLM responses, this report identifies the signals that most strongly influence whether your content gets cited by AI systems.

Usman Akram



