{
 "collected": "2026-10-22",
 "pool": [
  "ChatGPT",
  "Claude",
  "Perplexity",
  "Google AI Overviews"
 ],
 "sample": {
  "prompts": 100,
  "categories": 10,
  "b2b": 50,
  "scored": 473,
  "citations": 3824,
  "unique_urls": 2706,
  "brands": 531,
  "scored_by": {
   "ChatGPT": 100,
   "Claude": 100,
   "Gemini": 86,
   "Perplexity": 100,
   "Google AI Overviews": 87
  },
  "claude_self_search": 68,
  "gemini_first_try": 81.0,
  "gemini_scored": 86.0
 },
 "m1": {
  "pct": 73.0,
  "lo": 69.4,
  "hi": 76.5,
  "zone": "confirmed",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 52.0,
    "num": 445,
    "den": 855,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 79.1,
    "num": 435,
    "den": 550,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 78.5,
    "num": 516,
    "den": 657,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 77.8,
    "num": 778,
    "den": 1000,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 82.9,
    "num": 632,
    "den": 762,
    "pooled": true
   }
  ]
 },
 "m1_retail": {
  "pct": 67.9,
  "lo": 64.9,
  "hi": 70.7,
  "zone": "confirmed",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 44.6,
    "num": 381,
    "den": 855,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 76.4,
    "num": 420,
    "den": 550,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 76.7,
    "num": 504,
    "den": 657,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 76.4,
    "num": 764,
    "den": 1000,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 74.1,
    "num": 565,
    "den": 762,
    "pooled": true
   }
  ]
 },
 "m2": {
  "pct": 35.7,
  "lo": 32.2,
  "hi": 39.1,
  "zone": "inconclusive",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 31.7,
    "num": 170,
    "den": 537,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 33.9,
    "num": 115,
    "den": 339,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 43.1,
    "num": 181,
    "den": 420,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 36.3,
    "num": 218,
    "den": 600,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 40.7,
    "num": 222,
    "den": 545,
    "pooled": true
   }
  ]
 },
 "m2_url": {
  "pct": 23.4,
  "lo": 20.1,
  "hi": 26.4,
  "zone": "inconclusive",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 8.9,
    "num": 48,
    "den": 537,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 26.0,
    "num": 88,
    "den": 339,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 29.3,
    "num": 123,
    "den": 420,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 23.5,
    "num": 141,
    "den": 600,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 35.0,
    "num": 191,
    "den": 545,
    "pooled": true
   }
  ]
 },
 "m2_top10": {
  "pct": 26.5,
  "lo": 23.3,
  "hi": 29.8,
  "zone": "none (reported beside the pre-registered top-20 test)",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 22.5,
    "num": 121,
    "den": 537,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 25.4,
    "num": 86,
    "den": 339,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 32.9,
    "num": 138,
    "den": 420,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 23.2,
    "num": 139,
    "den": 600,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 34.9,
    "num": 190,
    "den": 545,
    "pooled": true
   }
  ]
 },
 "m2_url_top10": {
  "pct": 17.4,
  "lo": 14.5,
  "hi": 20.1,
  "zone": "none (reported beside the pre-registered top-20 test)",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 5.6,
    "num": 30,
    "den": 537,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 19.5,
    "num": 66,
    "den": 339,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 22.9,
    "num": 96,
    "den": 420,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 13.8,
    "num": 83,
    "den": 600,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 30.6,
    "num": 167,
    "den": 545,
    "pooled": true
   }
  ]
 },
 "m2_unjudged": {
  "pct": 32.8,
  "lo": 29.8,
  "hi": 35.9,
  "zone": "none (reported beside the pre-registered top-20 test)",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 26.7,
    "num": 228,
    "den": 855,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 29.3,
    "num": 161,
    "den": 550,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 36.1,
    "num": 237,
    "den": 657,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 34.5,
    "num": 345,
    "den": 1000,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 40.7,
    "num": 222,
    "den": 545,
    "pooled": true
   }
  ]
 },
 "m2_aio_poisoned": {
  "num": 12,
  "den": 217,
  "pct": 5.5
 },
 "m3": {
  "pct": 31.9,
  "lo": 25.6,
  "hi": 38.1,
  "zone": "inconclusive",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 75.0,
    "num": 45,
    "den": 60,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 15.0,
    "num": 9,
    "den": 60,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 8.9,
    "num": 5,
    "den": 56,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 18.3,
    "num": 11,
    "den": 60,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 19.1,
    "num": 9,
    "den": 47,
    "pooled": true
   }
  ]
 },
 "m3_other": {
  "pct": 25.4,
  "lo": 22.1,
  "hi": 28.6,
  "zone": "confirmed",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 76.7,
    "num": 168,
    "den": 219,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 5.5,
    "num": 25,
    "den": 455,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 8.2,
    "num": 27,
    "den": 330,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 9.0,
    "num": 28,
    "den": 311,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 10.5,
    "num": 25,
    "den": 237,
    "pooled": true
   }
  ]
 },
 "m4": {
  "pct": 69.9,
  "lo": 63.2,
  "hi": 76.1,
  "zone": "confirmed",
  "by": [
   {
    "surface": "chatgpt",
    "name": "ChatGPT",
    "pct": 69.3,
    "num": 156,
    "den": 225,
    "pooled": true
   },
   {
    "surface": "claude",
    "name": "Claude",
    "pct": 82.6,
    "num": 171,
    "den": 207,
    "pooled": true
   },
   {
    "surface": "gemini",
    "name": "Gemini",
    "pct": 78.5,
    "num": 194,
    "den": 247,
    "pooled": false
   },
   {
    "surface": "perplexity",
    "name": "Perplexity",
    "pct": 86.8,
    "num": 330,
    "den": 380,
    "pooled": true
   },
   {
    "surface": "google_aio",
    "name": "Google AI Overviews",
    "pct": 41.0,
    "num": 116,
    "den": 283,
    "pooled": true
   }
  ]
 },
 "m5": {
  "lists": {
   "rr": 5.5,
   "lo": 4.2,
   "hi": 8.4,
   "zone": "confirmed",
   "exp": {
    "num": 702,
    "den": 2060,
    "pct": 34.1
   },
   "unexp": {
    "num": 266,
    "den": 5268,
    "pct": 5.0
   },
   "prompts": 37
  },
  "own": {
   "rr": 2.3,
   "lo": 1.7,
   "hi": 3.3,
   "zone": "confirmed",
   "exp": {
    "num": 185,
    "den": 510,
    "pct": 36.3
   },
   "unexp": {
    "num": 783,
    "den": 6818,
    "pct": 11.5
   },
   "prompts": 37
  },
  "lists_chal": {
   "rr": 6.1,
   "lo": 4.6,
   "hi": 9.9,
   "zone": "confirmed",
   "exp": {
    "num": 495,
    "den": 1779,
    "pct": 27.8
   },
   "unexp": {
    "num": 219,
    "den": 5187,
    "pct": 4.2
   },
   "prompts": 37
  },
  "own_chal": {
   "rr": 2.3,
   "lo": 1.6,
   "hi": 3.3,
   "zone": "confirmed",
   "exp": {
    "num": 115,
    "den": 425,
    "pct": 27.1
   },
   "unexp": {
    "num": 599,
    "den": 6541,
    "pct": 9.2
   },
   "prompts": 37
  },
  "lists_not_own": {
   "rr": 5.3,
   "lo": 3.9,
   "hi": 8.5,
   "zone": "confirmed",
   "exp": {
    "num": 564,
    "den": 1860,
    "pct": 30.3
   },
   "unexp": {
    "num": 219,
    "den": 4958,
    "pct": 4.4
   },
   "prompts": 37
  }
 },
 "reference": {
  "keywords": 100,
  "judged": 60,
  "clean_reference": 60,
  "live_poisoned": 28,
  "open_rec_clean": 37
 },
 "stability": {
  "ChatGPT": {
   "pairs": 20,
   "brands_run1": 73,
   "brands_reappear": 64,
   "pct": 87.7,
   "domains_run1": 147,
   "domains_reappear": 86,
   "domain_pct": 58.5,
   "passes_60": true
  },
  "Claude": {
   "pairs": 20,
   "brands_run1": 115,
   "brands_reappear": 102,
   "pct": 88.7,
   "domains_run1": 108,
   "domains_reappear": 79,
   "domain_pct": 73.1,
   "passes_60": true
  },
  "Gemini": {
   "pairs": 15,
   "brands_run1": 81,
   "brands_reappear": 63,
   "pct": 77.8,
   "domains_run1": 119,
   "domains_reappear": 67,
   "domain_pct": 56.3,
   "passes_60": true
  },
  "Perplexity": {
   "pairs": 20,
   "brands_run1": 93,
   "brands_reappear": 87,
   "pct": 93.5,
   "domains_run1": 173,
   "domains_reappear": 173,
   "domain_pct": 100.0,
   "passes_60": true
  }
 },
 "formats": [
  {
   "format": "best-of list",
   "pct": 69.5
  },
  {
   "format": "how-to or guide",
   "pct": 12.3
  },
  {
   "format": "video",
   "pct": 7.9
  },
  {
   "format": "retailer listing",
   "pct": 6.0
  },
  {
   "format": "forum thread",
   "pct": 1.9
  },
  {
   "format": "other",
   "pct": 1.2
  },
  {
   "format": "single-product review",
   "pct": 0.8
  },
  {
   "format": "comparison",
   "pct": 0.4
  }
 ],
 "ugc": {
  "reddit": 56,
  "youtube": 208,
  "total": 3167,
  "reddit_pct": 1.8,
  "youtube_pct": 6.6
 },
 "cites_per_answer": {
  "ChatGPT": 8.6,
  "Claude": 5.5,
  "Gemini": 7.6,
  "Perplexity": 10.0,
  "Google AI Overviews": 8.8
 },
 "brands_per_answer": {
  "Perplexity": {
   "B2B": 6.9,
   "Consumer": 5.4
  },
  "Gemini": {
   "B2B": 7.5,
   "Consumer": 6.1
  },
  "Claude": {
   "B2B": 9.3,
   "Consumer": 7.8
  },
  "Google AI Overviews": {
   "Consumer": 4.9,
   "B2B": 6.7
  },
  "ChatGPT": {
   "Consumer": 4.0,
   "B2B": 5.3
  }
 },
 "m2_aio_clean": {
  "num": 89,
  "den": 239,
  "pct": 37.2,
  "keywords": 32,
  "aio_loaded": 26
 },
 "owner_mix": {
  "ChatGPT": {
   "vendor": 48.0,
   "publisher-review": 39.2,
   "marketplace-retailer": 7.5,
   "review-platform": 3.9,
   "other": 0.8,
   "reference": 0.7
  },
  "Claude": {
   "publisher-review": 71.6,
   "vendor": 20.9,
   "review-platform": 2.9,
   "marketplace-retailer": 2.7,
   "other": 0.9,
   "forum-UGC": 0.7,
   "reference": 0.2
  },
  "Gemini": {
   "publisher-review": 54.8,
   "vendor": 21.5,
   "video": 9.7,
   "forum-UGC": 9.0,
   "other": 2.0,
   "marketplace-retailer": 1.8,
   "review-platform": 1.1,
   "reference": 0.2
  },
  "Google AI Overviews": {
   "publisher-review": 32.8,
   "video": 27.8,
   "vendor": 17.1,
   "forum-UGC": 9.7,
   "marketplace-retailer": 9.3,
   "review-platform": 2.5,
   "other": 0.7,
   "reference": 0.1
  },
  "Perplexity": {
   "publisher-review": 70.3,
   "vendor": 22.2,
   "review-platform": 4.5,
   "marketplace-retailer": 1.4,
   "forum-UGC": 0.9,
   "other": 0.5,
   "reference": 0.2
  }
 },
 "named_on_lists_share": 72.5,
 "youtube_by": {
  "ChatGPT": {
   "n": 0,
   "of": 855,
   "pct": 0.0
  },
  "Claude": {
   "n": 0,
   "of": 550,
   "pct": 0.0
  },
  "Gemini": {
   "n": 64,
   "of": 657,
   "pct": 9.7
  },
  "Perplexity": {
   "n": 0,
   "of": 1000,
   "pct": 0.0
  },
  "Google AI Overviews": {
   "n": 208,
   "of": 762,
   "pct": 27.3
  }
 },
 "unfetched_editorial": [
  "forbes.com",
  "g2.com",
  "gartner.com",
  "getapp.com",
  "moderncastle.com",
  "sleepfoundation.org",
  "solutionsreview.com",
  "thedigitalprojectmanager.com"
 ],
 "unfetched_editorial_pages": 19,
 "unfetched_editorial_botwall": 10,
 "featured_pages": {
  "total": 370,
  "ok": 297
 },
 "reliability": {
  "owner": 48,
  "format": 47,
  "detection": 50,
  "n": 50
 },
 "stability_range": [
  78,
  94
 ],
 "source": "https://ryandoser.com/ai-seo-strategy/",
 "license": "Free to use with a link to the page. Keep the collection date and scope with any figure."
}