A ground-truth benchmark for AI brand recommendations, built from Amazon's ESCI dataset where human raters labelled which brands are relevant to each query. Ranking brands by share …
A benchmark and dashboard that checks whether AI brand recommendations are correct, not just present, using Amazon's ESCI relevance judgements as ground truth.
Why AI visibility tools that query a model API don't measure what customers actually see in a chat app. A controlled experiment across seven brands found that turning search off …
Open-source tool that measures how brands show up across ChatGPT, Claude, Perplexity, and Gemini, reporting share of voice, sentiment, and cited sources.