LLM Observatory
The AI assistants don't agree with each other. Per industry: each model's top 5, how much any two models overlap (share of their combined top-5 picks they have in common), and the brands they disagree about most.
CRM / Sales Software
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ google (67%), least aligned anthropic ↔ perplexity (67%). Most divisive: Zoho CRM (spread 18), monday CRM (spread 18), Freshsales (spread 17).
Project Management Tools
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ google (67%), least aligned anthropic ↔ perplexity (67%). Most divisive: Smartsheet (spread 31), Jira (spread 29), Notion (spread 27).
Streaming Services
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ anthropic (100%), least aligned google ↔ perplexity (43%). Most divisive: Paramount+ (spread 45), Apple TV+ (spread 35), Sling TV (spread 29).
Running Shoes
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ perplexity (100%), least aligned anthropic ↔ perplexity (67%). Most divisive: Hoka (spread 57), Mizuno (spread 36), Altra (spread 35).
Email Marketing Tools
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ google (67%), least aligned anthropic ↔ perplexity (43%). Most divisive: Klaviyo (spread 45), Mailchimp (spread 42), Moosend (spread 36).
VPN Services
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ google (100%), least aligned anthropic ↔ perplexity (67%). Most divisive: Mullvad (spread 65), Surfshark (spread 41), ExpressVPN (spread 32).
Web Hosting
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ anthropic (67%), least aligned anthropic ↔ perplexity (43%). Most divisive: Kinsta (spread 39), GoDaddy (spread 36), DreamHost (spread 34).
Credit Cards
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ anthropic (100%), least aligned anthropic ↔ perplexity (67%). Most divisive: Wells Fargo (spread 42), Citi (spread 38), Capital One (spread 32).
Meal Kit Delivery
openai top 5
google top 5
anthropic top 5
perplexity top 5
Agreement: most aligned openai ↔ google (67%), least aligned anthropic ↔ perplexity (43%). Most divisive: Dinnerly (spread 51), Green Chef (spread 51), Marley Spoon (spread 47).
