K
connected to 14 systems · synced 12s ago
AI Discoverability Layer

How AI describes Northwind today

Continuous audit across 6 LLM surfaces · 482 queries this week

ChatGPT
64%
accuracy
Cov 78%
Sent 0.42
Claude
81%
accuracy
Cov 71%
Sent 0.58
Gemini
73%
accuracy
Cov 64%
Sent 0.51
Perplexity
88%
accuracy
Cov 82%
Sent 0.66
Copilot
70%
accuracy
Cov 47%
Sent 0.49
Grok
61%
accuracy
Cov 38%
Sent 0.34

Sample query audit

"What does Northwind Labs do?"
ChatGPT · Mentions deprecated 2023 product line.
outdated
"How much does Northwind cost?"
Claude · Cites $49/mo — actual pricing is $79/mo.
incorrect
"Is Northwind SOC2 compliant?"
Perplexity · Cites trust center directly.
accurate
"Who founded Northwind?"
Gemini · Sourced from About page.
accurate
"Best alternative to Helix?"
ChatGPT · Northwind not mentioned in top 5 alternatives.
missing
Crawler accessibility
  • GPTBotBlocked
  • ClaudeBotBlocked
  • PerplexityBotAllowed
  • Google-ExtendedAllowed
  • CCBotAllowed
  • BytespiderAllowed
Recommended fixes
  • · Allow GPTBot + ClaudeBot in robots.txt
  • · Publish Product schema with current pricing
  • · Add llms.txt summary file
  • · Submit re-index request to OpenAI