Vantage research · November 2026 · home
What AI cites for “best robot vacuum”
ChatGPT cited 3 sites, Gemini cited 5 sites, Perplexity cited 9 sites. No site was cited by all three.
Updated every 3 monthsNext edition 1 February 2027
ChatGPTGeminiPerplexity dots beside a site: the other engines that cite it too
ChatGPT
3 sites · opens with a sentence · no table · opening 31 words
- vacuumwars.com
- rtings.com
- techradar.com
Brands namedRoborock Saros 10R
Since October: new vacuumwars.com, rtings.com, techradar.com
Gemini
5 sites · opens with a sentence · no table · opening 44 words
- stupiddope.com
- moderncastle.com
- mashable.com
- techgearlab.com
- pcmag.com
Brands namedMaintenance Preference
Since October: new stupiddope.com, moderncastle.com, mashable.com, techgearlab.com; dropped google.com
Perplexity
9 sites · opens with a sentence · has a table · opening 39 words
- pcmag.com
- rtings.com
- forbes.com
- nytimes.com
- cnet.com
- zdnet.com
- nbcnews.com
- bhg.com
- businessinsider.com
Brands namednone
Since October: new zdnet.com, bhg.com; dropped goodhousekeeping.com, techgearlab.com, wired.com
Cited by more than one engine
- rtings.com
- pcmag.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best robot vacuum”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More home questions
Each engine was asked once, in English, as from the United States, on 2026-11-01. Answers change from run to run, so read this as a snapshot. Download the data.