{
 "_contract": "Cross-model-size recommendation overlap at temperature 0, against a measured within-model noise floor. One model family (OpenAI gpt-oss), one host (Groq), one date. Not a claim about any company.",
 "capturedAtUTC": "2026-09-23T15:25:11.005Z",
 "models": {
  "120b": "openai/gpt-oss-120b",
  "20b": "openai/gpt-oss-20b"
 },
 "questions": 20,
 "repeats": 2,
 "within120": 0.7355884247331617,
 "within20": 0.9301470588235294,
 "floor": 0.8328677417783455,
 "across": 0.23539816323936288,
 "ratio": 0.2826357072453532,
 "data": [
  {
   "q": "best AI writing tools concise outputs",
   "runs": {
    "120b": [
     [
      "Jasper",
      "Copy.ai",
      "Writesonic",
      "Rytr",
      "Sudowrite",
      "HyperWrite",
      "Peppertype.ai",
      "Ink",
      "ContentBot",
      "Grammarly"
     ],
     [
      "Jasper",
      "Copy.ai",
      "Writesonic",
      "Rytr",
      "Sudowrite",
      "HyperWrite",
      "Peppertype.ai",
      "Ink",
      "ContentBot",
      "Grammarly"
     ]
    ],
    "20b": [
     [
      "Jasper",
      "Copy.ai",
      "Writesonic",
      "Rytr",
      "ShortlyAI",
      "Sudowrite",
      "Ink",
      "Peppertype.ai",
      "Anyword",
      "AI Writer"
     ],
     [
      "Jasper",
      "Copy.ai",
      "Writesonic",
      "Rytr",
      "ShortlyAI",
      "Sudowrite",
      "Ink",
      "Peppertype.ai",
      "Anyword",
      "AI Writer"
     ]
    ]
   }
  },
  {
   "q": "claude enterprise pricing",
   "runs": {
    "120b": [
     [
      "Claude",
      "OpenAI ChatGPT Enterprise",
      "Microsoft Azure OpenAI",
      "Google Gemini Enterprise",
      "Cohere Command",
      "Mistral AI",
      "AI21 Studio"
     ],
     [
      "Claude",
      "OpenAI ChatGPT Enterprise",
      "Microsoft Azure OpenAI",
      "Google Gemini Enterprise",
      "Cohere Command",
      "Mistral AI",
      "AI21 Studio"
     ]
    ],
    "20b": [
     [
      "Anthropic Claude Enterprise",
      "OpenAI Enterprise",
      "Microsoft Azure OpenAI",
      "Google Vertex AI",
      "AWS Bedrock"
     ],
     [
      "Anthropic Claude Enterprise",
      "OpenAI Enterprise",
      "Microsoft Azure OpenAI",
      "Google Vertex AI",
      "AWS Bedrock"
     ]
    ]
   }
  },
  {
   "q": "best AI writing tools for concise outputs",
   "runs": {
    "120b": [
     [
      "Jasper",
      "Copy.ai",
      "Writesonic",
      "Rytr",
      "HyperWrite",
      "Sudowrite",
      "Ink"
     ],
     [
      "Jasper",
      "Copy.ai",
      "Writesonic",
      "Rytr",
      "HyperWrite",
      "Anyword",
      "Ink"
     ]
    ],
    "20b": [
     [
      "Jasper",
      "Copy.ai",
      "Writesonic",
      "Rytr",
      "Grammarly",
      "Hemingway",
      "ProWritingAid",
      "ChatGPT",
      "Ink",
      "Sudowrite"
     ],
     [
      "Jasper",
      "Copy.ai",
      "Writesonic",
      "Rytr",
      "Grammarly",
      "Hemingway",
      "ProWritingAid",
      "ChatGPT",
      "Ink",
      "Sudowrite"
     ]
    ]
   }
  },
  {
   "q": "claude ai free use",
   "runs": {
    "120b": [
     [
      "Anthropic",
      "Poe",
      "Hugging Face"
     ],
     [
      "Anthropic Claude Free Tier",
      "Claude 3 Haiku Free Tier",
      "Claude 3 Sonnet Free Tier",
      "Claude API Free Tier",
      "Claude Playground",
      "Hugging Face Claude Inference"
     ]
    ],
    "20b": [
     [
      "Claude",
      "Claude on the web",
      "Claude API free trial",
      "Hugging Face Claude"
     ],
     [
      "Anthropic Claude Free Tier",
      "Replit Claude Free Tier",
      "Notion Claude Integration",
      "Slack Claude Bot"
     ]
    ]
   }
  },
  {
   "q": "is claude pro worth it",
   "runs": {
    "120b": [
     [
      "Claude Pro",
      "ChatGPT Plus",
      "Gemini Pro",
      "Perplexity AI",
      "Jasper Chat",
      "Cohere Command",
      "OpenAI API",
      "Anthropic API",
      "Copilot",
      "Writesonic"
     ],
     [
      "Claude Pro",
      "ChatGPT Plus",
      "Gemini Pro",
      "Perplexity AI",
      "Jasper Chat",
      "Cohere Command",
      "OpenAI API",
      "Anthropic API",
      "Copilot",
      "Writesonic"
     ]
    ],
    "20b": [
     [
      "Claude Pro",
      "ChatGPT Plus",
      "Gemini Pro",
      "Bing Chat Enterprise",
      "Perplexity AI",
      "Jasper"
     ],
     [
      "Claude Pro",
      "ChatGPT Plus",
      "Gemini Pro",
      "Bing Chat Enterprise",
      "Perplexity AI",
      "Jasper"
     ]
    ]
   }
  },
  {
   "q": "best tools for AI Experience Optimization prompt management",
   "runs": {
    "120b": [
     [
      "Promptable",
      "PromptLayer",
      "PromptOps",
      "Flowise",
      "LangChain",
      "LlamaIndex",
      "Cohere Prompt Studio",
      "AI21 Studio",
      "Jasper",
      "Copy.ai"
     ],
     [
      "Promptable",
      "PromptLayer",
      "PromptOps",
      "Flowise",
      "LangChain",
      "LlamaIndex",
      "AIPRM",
      "PromptBase",
      "PromptHub",
      "PromptCraft",
      "Prompt Engineering Studio",
      "Weights & Biases",
      "OpenAI Playground",
      "Azure Prompt Management",
      "Google Vertex AI Prompt Studio"
     ]
    ],
    "20b": [
     [],
     []
    ]
   }
  },
  {
   "q": "is claude ai free",
   "runs": {
    "120b": [
     [
      "Anthropic Claude Free",
      "Anthropic Claude Pro",
      "Anthropic Claude API Free Tier",
      "OpenAI ChatGPT Free",
      "Google Gemini Free"
     ],
     [
      "Anthropic Claude Free",
      "Anthropic Claude Pro",
      "Anthropic Claude API Free Tier",
      "OpenAI ChatGPT Free",
      "Google Gemini Free"
     ]
    ],
    "20b": [
     [
      "Claude",
      "Claude API",
      "Claude 3.5 Sonnet free tier"
     ],
     [
      "Claude",
      "Claude API",
      "Claude 3.5 Sonnet free tier"
     ]
    ]
   }
  },
  {
   "q": "is claude free",
   "runs": {
    "120b": [
     [
      "Claude",
      "ChatGPT",
      "Google Bard",
      "Microsoft Bing Chat",
      "Perplexity AI",
      "Hugging Face"
     ],
     [
      "Claude",
      "ChatGPT",
      "Google Bard",
      "Microsoft Bing Chat",
      "Perplexity AI",
      "Hugging Face"
     ]
    ],
    "20b": [
     [
      "Claude",
      "Anthropic's free tier",
      "OpenAI ChatGPT free",
      "Google Bard free",
      "Microsoft Bing Chat free"
     ],
     [
      "Claude",
      "Anthropic's free tier",
      "OpenAI ChatGPT free",
      "Google Bard free",
      "Microsoft Bing Chat free"
     ]
    ]
   }
  },
  {
   "q": "can i use claude for free",
   "runs": {
    "120b": [
     [
      "Anthropic",
      "Poe by Quora",
      "Perplexity AI",
      "Hugging Face"
     ],
     [
      "Anthropic",
      "Poe by Quora",
      "Perplexity AI",
      "Claude API free tier",
      "Hugging Face"
     ]
    ],
    "20b": [
     [],
     []
    ]
   }
  },
  {
   "q": "is claude ai free?",
   "runs": {
    "120b": [
     [
      "Claude Instant",
      "Claude 3 Haiku",
      "Anthropic API",
      "ChatGPT",
      "Gemini",
      "Copilot"
     ],
     [
      "Claude Instant",
      "Claude 3 Haiku",
      "Anthropic API Free Tier",
      "OpenAI ChatGPT Free Tier",
      "Google Gemini Free Tier",
      "Microsoft Copilot Free Trial"
     ]
    ],
    "20b": [
     [
      "Claude",
      "ChatGPT",
      "Gemini",
      "Bard",
      "Llama 2"
     ],
     [
      "Claude",
      "ChatGPT",
      "Gemini",
      "Bard",
      "Llama 2"
     ]
    ]
   }
  },
  {
   "q": "best AI chatbot 2026",
   "runs": {
    "120b": [
     [
      "ChatGPT-4.5",
      "Gemini Pro",
      "Claude 3.5",
      "LLaMA 3",
      "Cohere Command R+",
      "Perplexity AI",
      "DeepMind Sparrow",
      "Anthropic Claude+",
      "Mistral AI",
      "OpenAI Assistants API"
     ],
     [
      "ChatGPT-4.5",
      "Gemini Pro",
      "Claude 3.5",
      "LLaMA 3",
      "Cohere Command R+",
      "Perplexity AI",
      "DeepMind Sparrow",
      "Anthropic Claude+",
      "Mistral AI",
      "OpenAI Assistants API"
     ]
    ],
    "20b": [
     [
      "ChatGPT",
      "Gemini",
      "Claude",
      "Bing Chat",
      "Llama 3 Chat",
      "Bedrock Chat",
      "StableChat",
      "Cohere"
     ],
     [
      "ChatGPT",
      "Gemini",
      "Claude",
      "Bing Chat",
      "Llama 3 Chat",
      "Bedrock Chat",
      "StableChat",
      "Cohere"
     ]
    ]
   }
  },
  {
   "q": "can you use claude for free",
   "runs": {
    "120b": [
     [
      "Claude",
      "Claude API free tier",
      "Poe by Quora",
      "Claude.ai",
      "Perplexity AI"
     ],
     [
      "Anthropic",
      "Anthropic API free tier",
      "Claude.ai",
      "Perplexity AI",
      "Kagi"
     ]
    ],
    "20b": [
     [],
     []
    ]
   }
  },
  {
   "q": "best ai note taker",
   "runs": {
    "120b": [
     [
      "Otter.ai",
      "Notion AI",
      "Fireflies.ai",
      "Grain",
      "Scribe AI",
      "Microsoft OneNote",
      "Google Keep",
      "Descript",
      "Sonix",
      "Rev.com"
     ],
     [
      "Otter.ai",
      "Fireflies.ai",
      "Supernormal",
      "Grain",
      "Tactiq",
      "Fathom",
      "Sonix",
      "Trint",
      "Deepgram",
      "Rev.ai",
      "Notion AI",
      "Microsoft OneNote"
     ]
    ],
    "20b": [
     [],
     [
      "Otter.ai",
      "Notion",
      "Evernote",
      "Microsoft OneNote",
      "Google Docs",
      "Fireflies.ai",
      "Descript",
      "Sonix",
      "Trint",
      "Bear"
     ]
    ]
   }
  },
  {
   "q": "best AI note taking apps 2026",
   "runs": {
    "120b": [
     [
      "Notion AI",
      "Microsoft OneNote with Copilot",
      "Mem AI",
      "Roam Research AI",
      "Obsidian AI",
      "Evernote AI",
      "Craft AI",
      "Coda AI",
      "Google Keep with Gemini",
      "Bear AI"
     ],
     [
      "Notion AI",
      "Microsoft OneNote with Copilot",
      "Mem AI",
      "Roam Research AI",
      "Obsidian AI",
      "Evernote AI",
      "Craft AI",
      "Coda AI",
      "Google Keep with Gemini",
      "Bear AI"
     ]
    ],
    "20b": [
     [
      "Notion",
      "OneNote",
      "Obsidian",
      "Roam",
      "Evernote",
      "Apple Notes",
      "Google Keep",
      "Zoho Notebook",
      "Milanote",
      "Bear",
      "Coda",
      "Quip"
     ],
     [
      "Notion",
      "OneNote",
      "Obsidian",
      "Roam",
      "Evernote",
      "Apple Notes",
      "Google Keep",
      "Zoho Notebook",
      "Milanote",
      "Bear",
      "Coda",
      "Quip"
     ]
    ]
   }
  },
  {
   "q": "best ai note taker for meetings",
   "runs": {
    "120b": [
     [
      "Otter.ai",
      "Fireflies.ai",
      "Avoma",
      "Fathom",
      "Grain",
      "Sembly AI",
      "Supernormal",
      "MeetGeek",
      "Tactiq",
      "Deepgram",
      "Sonix"
     ],
     [
      "Otter.ai",
      "Fireflies.ai",
      "Avoma",
      "Fathom",
      "Grain",
      "Sembly AI",
      "Supernormal",
      "MeetGeek",
      "Tactiq",
      "Deepgram",
      "Sonix",
      "Zoom AI Companion",
      "Microsoft Teams Transcription"
     ]
    ],
    "20b": [
     [
      "Otter.ai",
      "Fireflies.ai",
      "Notion AI",
      "Microsoft Teams",
      "Google Meet",
      "Sonix",
      "Trint",
      "Descript",
      "Tactiq Pins",
      "Rev.com"
     ],
     [
      "Otter.ai",
      "Fireflies.ai",
      "Notion AI",
      "Microsoft Teams",
      "Google Meet",
      "Sonix",
      "Trint",
      "Descript",
      "Tactiq Pins",
      "Rev.com"
     ]
    ]
   }
  },
  {
   "q": "note taker ai",
   "runs": {
    "120b": [
     [
      "Notion AI",
      "Otter.ai",
      "Mem.ai",
      "Roam Research",
      "Obsidian",
      "Evernote",
      "Microsoft OneNote",
      "Craft",
      "Bear",
      "Google Keep"
     ],
     [
      "Notion AI",
      "Otter.ai",
      "Mem.ai",
      "Roam Research",
      "Obsidian",
      "Evernote",
      "Microsoft OneNote",
      "Coda AI",
      "Bear",
      "Google Keep"
     ]
    ],
    "20b": [
     [
      "Otter.ai",
      "Notion AI",
      "Microsoft OneNote",
      "Evernote",
      "Google Keep",
      "Bear",
      "Roam Research",
      "Notion"
     ],
     [
      "Otter.ai",
      "Notion AI",
      "Microsoft OneNote",
      "Evernote",
      "Google Keep",
      "Bear",
      "Roam Research",
      "Notion"
     ]
    ]
   }
  },
  {
   "q": "best YouTube channel automation tools 2026",
   "runs": {
    "120b": [
     [
      "TubeBuddy",
      "VidIQ",
      "Morningfame",
      "Hootsuite",
      "SocialBee",
      "Sprout Social",
      "Later",
      "Loomly",
      "ContentStudio",
      "Buffer"
     ],
     [
      "TubeBuddy",
      "VidIQ",
      "Morningfame",
      "Hootsuite",
      "Sprout Social",
      "SocialBee",
      "Later",
      "Loomly",
      "ContentStudio",
      "Metricool"
     ]
    ],
    "20b": [
     [
      "TubeBuddy",
      "vidIQ",
      "Lumen5",
      "Descript",
      "Kapwing",
      "Canva",
      "Adobe Premiere Pro",
      "Hootsuite",
      "Buffer",
      "Later",
      "SocialBee",
      "Sprout Social"
     ],
     [
      "TubeBuddy",
      "vidIQ",
      "Lumen5",
      "Descript",
      "Kapwing",
      "Canva",
      "Adobe Premiere Pro",
      "Hootsuite",
      "Buffer",
      "Later",
      "Sprout Social",
      "SocialBee"
     ]
    ]
   }
  },
  {
   "q": "best YouTube channel automation tools",
   "runs": {
    "120b": [
     [
      "TubeBuddy",
      "VidIQ",
      "Morningfame",
      "Hootsuite",
      "Buffer",
      "Sprout Social",
      "SocialBlade",
      "Zapier",
      "IFTTT",
      "TubeSift"
     ],
     [
      "TubeBuddy",
      "VidIQ",
      "Morningfame",
      "Hootsuite",
      "Buffer",
      "Sprout Social",
      "Zapier",
      "IFTTT",
      "SocialBlade",
      "TubeSift"
     ]
    ],
    "20b": [
     [
      "TubeBuddy",
      "vidIQ",
      "Hootsuite",
      "Later",
      "Buffer",
      "Canva",
      "Descript",
      "Lumen5",
      "InVideo",
      "SocialBee",
      "Sprout Social",
      "Social Blade"
     ],
     [
      "TubeBuddy",
      "vidIQ",
      "Hootsuite",
      "Later",
      "Buffer",
      "Canva",
      "Descript",
      "Lumen5",
      "InVideo",
      "SocialBee",
      "Sprout Social",
      "Social Blade"
     ]
    ]
   }
  },
  {
   "q": "best YouTube channel automation tools methods",
   "runs": {
    "120b": [
     [
      "TubeBuddy",
      "VidIQ",
      "Hootsuite",
      "Buffer",
      "Later",
      "Sprout Social",
      "SocialBee",
      "Zapier",
      "IFTTT",
      "Morningfame",
      "Vidooly",
      "SocialBlade",
      "Canva",
      "Adobe Express"
     ],
     [
      "TubeBuddy",
      "VidIQ",
      "Hootsuite",
      "Buffer",
      "Later",
      "Sprout Social",
      "SocialBee",
      "Zapier",
      "IFTTT",
      "Morningfame",
      "Vidooly",
      "SocialBlade",
      "Canva",
      "Adobe Express"
     ]
    ],
    "20b": [
     [
      "TubeBuddy",
      "vidIQ",
      "Hootsuite",
      "Buffer",
      "Later",
      "Sprout Social",
      "Canva",
      "Adobe Premiere Pro",
      "Final Cut Pro",
      "Descript",
      "Lumen5",
      "InVideo",
      "Animoto",
      "Kapwing",
      "Clipchamp"
     ],
     [
      "TubeBuddy",
      "vidIQ",
      "Hootsuite",
      "Buffer",
      "Later",
      "Sprout Social",
      "Social Blade",
      "Canva",
      "Adobe Premiere Pro",
      "Final Cut Pro",
      "Descript",
      "Lumen5",
      "InVideo",
      "Animoto",
      "Kapwing",
      "Clipchamp",
      "Tubular Labs"
     ]
    ]
   }
  },
  {
   "q": "best ways to script engaging youtube videos",
   "runs": {
    "120b": [
     [
      "ChatGPT",
      "Jasper",
      "Descript",
      "VidIQ",
      "TubeBuddy",
      "Grammarly",
      "Hemingway Editor",
      "Final Draft",
      "Celtx",
      "Notion"
     ],
     [
      "ChatGPT",
      "Jasper",
      "Descript",
      "VidIQ",
      "TubeBuddy",
      "Scripted",
      "Grammarly",
      "Hemingway Editor",
      "Canva",
      "Lumen5"
     ]
    ],
    "20b": [
     [
      "ChatGPT",
      "Jasper",
      "Copy.ai",
      "ShortlyAI",
      "Surfer",
      "VidIQ",
      "TubeBuddy",
      "Grammarly",
      "Hemingway Editor",
      "Otter.ai",
      "Descript",
      "Lumen5",
      "InVideo",
      "Canva",
      "Adobe Premiere Pro",
      "Final Cut Pro",
      "Final Draft",
      "Celtx",
      "Scrivener",
      "Notion",
      "Google Docs"
     ],
     [
      "ChatGPT",
      "Jasper",
      "Copy.ai",
      "ShortlyAI",
      "Surfer",
      "VidIQ",
      "TubeBuddy",
      "Grammarly",
      "Hemingway Editor",
      "Otter.ai",
      "Descript",
      "Lumen5",
      "InVideo",
      "Canva",
      "Adobe Premiere Pro",
      "Final Cut Pro",
      "Final Draft",
      "Celtx",
      "Scrivener",
      "Notion",
      "Google Docs"
     ]
    ]
   }
  }
 ]
}