Vantage research · November 2026 · Ecommerce
What AI cites for “best subscription billing software”
ChatGPT cited 10 sites, Gemini cited 8 sites, Perplexity cited 9 sites. 1 site was cited by all three.
Updated monthlyNext edition 1 December 2026
ChatGPTGeminiPerplexity dots beside a site: the other engines that cite it too
ChatGPT
10 sites · opens with a sentence · has a table · opening 6 words
- stripe.com
- chargebee.com
- recurly.com
- paddle.com
- maxio.com
- zuora.com
- rechargepayments.com
- solvimon.com
- softwarecompare.net
- albato.com
Brands namedStripe Billing, Chargebee, Recurly, Paddle, Maxio, Zuora, Recharge, Stripe
Gemini
8 sites · opens with a sentence · no table · opening 24 words
- salesforce.com
- questionpro.com
- zoneandco.com
- solvimon.com
- gartner.com
- thrivecart.com
- solidgate.com
- gocardless.com
Brands namednone
Perplexity
9 sites · opens with a sentence · has a table · opening 10 words
- subscriptionflow.com
- g2.comcommunity
- toolradar.com
- chargebee.com
- solvimon.com
- whop.com
- albato.com
- evergent.com
- zoneandco.com
Brands namedMid-market SaaS, Finance-led B2B SaaS
Cited by more than one engine
- solvimon.com
- chargebee.com
- albato.com
- zoneandco.com
Is your site one of them?
Ask your AI agent to run Vantage's analyze_citation_coverage for your domain and “best subscription billing software”, on all
three engines, and it will tell you whether you are cited, who is instead, and what changed since your last check.
More Ecommerce 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.