AI search and Reddit data reports
Based on 119,372 citations from 11,900 AI answers across ChatGPT search, Gemini, Perplexity, Claude and Google AI Mode, measured daily since Oct 25, 2026. We ask 150 brand-free buyer questions in 15 categories from Canada and the US, and publish what comes back, so anyone can see which companies AI assistants name and where those answers come from.
Reports include which companies each assistant names and how often, where the cited pages come from, what explains the ranking (funding, roundups, Reddit), and how the picture moves week to week. More reports as the studies finish.
- AI visibility
- ChatGPT
- Gemini
- Perplexity
- Claude
- AI Mode
Invisible to ChatGPT: Canada's AI visibility gap
Which companies do AI assistants name for Canadian and US buyers? Across 119,372 citations from Oct 25 to Nov 1, 2026, Canadian companies get one mention in five where they have a real contender and under 1% elsewhere. Funding explains none of the ranking. Roundup presence explains 27%.
November 1, 2026
- AI distribution
- Hotel Tech Report
- G2
Who vouches for hospitality AI
Who do the roundups, review sites and Reddit name for hotel and vacation-rental guest messaging? Across 70 "best X" pages behind 20 buyer searches, 78% of the top brands' listings sit on other vendors' blogs and 16% are independent. Three hotel brands hold most of the independent layer.
November 3, 2026