Research & Reports on AI Visibility.
We run structured studies — a set of prompts, sent across multiple AI engines, at scale — and publish what we find. Every number in every report is data we generated ourselves.
Which AI visibility studies has Taptwice Media published?
AI Visibility Research Data and Reports — Newest to Oldest
We study why and how a model decides which brand wins and which loses inside an AI answer. We track how the winning sentiments and ranking factors shift across industries, prompt types, geolocations, customer types, and segments.
We study what kind of websites get used as citations and sources by models like ChatGPT, Gemini, Perplexity, Claude, and DeepSeek, and how those source picks vary over time and across industries. We also observe what queries these models translate our prompts into and how they decide what to search for — then we test which of those factors move the ranking when we optimize for them in our AEO campaigns.
We publish this data for free. If you want a specific industry, product, or service segment analyzed this way, hire us.
How Five AI Engines Represent Industrial Quoting and CPQ Vendors: A Visibility Study
Five engines, 20 non-branded questions, 100 answers — who ChatGPT, Perplexity, Claude, Gemini, and Bing Copilot name and cite in the industrial CPQ category. Published September 2026.
Read →
How AI engines represent US plumbing businesses in their answers: a 50-state research report
A 50-state study of how ChatGPT, Perplexity, Gemini, and Google AI Mode pick top plumbers. Published April 2026.
Read →
Run the study on your category.
We run the same structured methodology for any category or brand set — a set of prompts, multiple engines, a real dataset at the end.
