Email marketing ▲ gained
15→21/40
Mailchimp gained
Rose from 15 to 21 of 40 email-marketing answers.
The same 48 buyer questions to ChatGPT, Gemini, Claude and Perplexity, measured every week.
Independent measurement, not a ranking product and not a consultancy pitch.
Share of each assistant’s unique citations that pointed to vendors’ own websites
Latest findings
Who the assistants named, and how that moved since 1 November 2026.
Email marketing ▲ gained
15→21/40
Rose from 15 to 21 of 40 email-marketing answers.
CRM ▼ slipped
37→32/40
Fell from 37 to 32 of 40 CRM answers and remained the most-named CRM.
Ecommerce every answer
40/40
Shopify appeared in all 40 ecommerce-platform answers.
Website builders
34/40
Wix was named in 34 of 40 website-builder answers.
Cited sources
23/240
Reddit was cited in 23 of 240 answers, every one from Gemini.
Agreement
10/24
On the 24 questions all four assistants answered, they named the same brand first on only 10.
48 English buyer questions across six software categories · 240 answers from ChatGPT, Gemini, Claude and Perplexity · measured 7 November 2026. Small samples: treat week-to-week moves as leads, not settled findings.
Explore
Full tables, category pages and the method are on the AI Visibility Index.
This week’s tables: which brands each assistant named, and which sites it cited.
Open the index →How the measurement is run: official APIs, web search on, the same questions every week.
Read the method →Which brands the assistants recommend, which sites they cite, and one tactic.