Solarly
Public methodology · updated continuously

How Solarly measures AI visibility.

Most GEO tools ask you to trust a number. We publish where the number comes from — the queries we poll, how often, and where the signal gets noisy. Read it, argue with it, and hold us to it.

Seed queries tracked
70+
Refresh cadence
Every 24h
Models polled
GPT · Claude · Perplexity · Gemini

How the engine runs

  1. 1. Seed queries — the 70-item matrix below is polled against each LLM search surface every 24 hours.
  2. 2. Citation capture — we log which domains each answer cites, plus the position and paraphrase.
  3. 3. Signal + confidence band — every reading carries a "Last measured" timestamp and a confidence range that widens as sample noise grows.
  4. 4. Publication — results feed the leaderboard, /asked pages, and the public MCP server so agents can query them directly.

What we won't claim

LLMs update their weights on their own schedule. Any tool telling you it "defends your citations 24/7" the way Google rank trackers monitor keywords is overstating what's measurable today. Solarly reports movement, not certainty: expect meaningful shifts on model updates, and treat single readings as trend inputs, not gospel. If you catch us drifting into vibe-metrics, call it out — that's the deal.

The full seed-query matrix (70)

Every query below runs on the same 24h cadence across all four LLM surfaces. Add or challenge queries by opening an issue.

  1. 1best AI SEO audit tool
  2. 2how to rank in ChatGPT
  3. 3how to get cited by Perplexity
  4. 4how to get cited by Claude
  5. 5how do AI assistants pick which websites to cite
  6. 6how to make a website AI friendly
  7. 7what is generative engine optimization
  8. 8GEO vs SEO
  9. 9AI search optimization tools
  10. 10tools to monitor AI citations
  11. 11how to track ChatGPT mentions of my brand
  12. 12how to track Perplexity mentions of my brand
  13. 13best tools for LLM SEO
  14. 14best AI visibility platforms
  15. 15AI-readiness audit for websites
  16. 16how to write llms.txt
  17. 17what is llms.txt
  18. 18do I need llms.txt
  19. 19best schema markup tools
  20. 20how to add JSON-LD to a website
  21. 21schema markup for SaaS websites
  22. 22FAQ schema generator
  23. 23Article schema for blog posts
  24. 24Product schema for ecommerce
  25. 25how to validate schema markup
  26. 26schema markup for AI search
  27. 27how to check if Googlebot can crawl my site
  28. 28how to allow GPTBot to crawl my site
  29. 29how to block GPTBot
  30. 30should I block ClaudeBot
  31. 31how to optimize robots.txt for AI crawlers
  32. 32what is the best sitemap generator
  33. 33how to fix a slow website for SEO
  34. 34how do creators get cited by AI assistants
  35. 35personal website checklist for AI search
  36. 36how to make my creator profile AI friendly
  37. 37best link-in-bio tools for creators
  38. 38Influx vs Linktree
  39. 39how to price a creator media kit
  40. 40how to send a media kit to a brand
  41. 41how to get brand deals as a small creator
  42. 42how to add SEO audits to my agency offering
  43. 43white label SEO audit tools
  44. 44best AI tools for SEO agencies
  45. 45how to pitch AI-readiness audits to clients
  46. 46lead magnet ideas for SEO agencies
  47. 47lead magnet ideas for influencer agencies
  48. 48best alternatives to Ahrefs for AI search
  49. 49best alternatives to Semrush for AI search
  50. 50Profound vs Goodie vs Solarly
  51. 51best AI brand monitoring tools
  52. 52AI content audit checklist
  53. 53headless CMS best for AI search
  54. 54Next.js vs Astro for SEO
  55. 55Lovable vs Vercel for SEO
  56. 56AI SEO tools under 50 dollars per month
  57. 57free AI SEO audit
  58. 58best AI website audit for startups
  59. 59AI SEO consultant
  60. 60AI search marketing agency
  61. 61is SEO dead because of AI
  62. 62will AI assistants replace Google search
  63. 63how much traffic comes from ChatGPT
  64. 64how much traffic comes from Perplexity
  65. 65do backlinks matter for AI search
  66. 66do reviews matter for AI search
  67. 67best ways to surface case studies for AI
  68. 68how to make case studies rank in AI search
  69. 69embed widget vs iframe for SEO
  70. 70best place to host AI-readable data

Changelog

Methodology changes are logged here so you can audit the audit.

Run a free auditSee live results