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   "crossCategoryIds": []
  },
  {
   "id": "h05",
   "tier": "head",
   "text": "Which cloud platform is best for a large enterprise?",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "enterprise cloud",
   "crossCategoryIds": []
  },
  {
   "id": "h06",
   "tier": "head",
   "text": "What does a cloud computing platform provide, and when does a company need one rather than simple hosting?",
   "intent": "learn",
   "type": "informational",
   "anchor": false,
   "primaryJob": "cloud platform versus hosting",
   "crossCategoryIds": []
  },
  {
   "id": "h07",
   "tier": "head",
   "text": "Which cloud platforms are most widely used by companies?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "widely used clouds",
   "crossCategoryIds": [],
   "popularity": true
  },
  {
   "id": "h08",
   "tier": "head",
   "text": "Which cloud platform is best for running AI and machine learning workloads?",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "AI and machine learning workloads",
   "crossCategoryIds": []
  },
  {
   "id": "h09",
   "tier": "head",
   "text": "Which cloud providers offer the best free tiers or startup credits?",
   "intent": "price",
   "type": "decision",
   "anchor": true,
   "primaryJob": "free tiers and credits",
   "crossCategoryIds": []
  },
  {
   "id": "h10",
   "tier": "head",
   "text": "Which cloud provider has the best reliability and uptime?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "reliability",
   "crossCategoryIds": []
  },
  {
   "id": "h11",
   "tier": "head",
   "text": "Which cloud platform is easiest for a small engineering team to use?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "small-team ease of use",
   "crossCategoryIds": []
  },
  {
   "id": "h12",
   "tier": "head",
   "text": "How do I choose a cloud provider for my company?",
   "intent": "implement",
   "type": "informational",
   "anchor": false,
   "primaryJob": "choosing a cloud",
   "crossCategoryIds": []
  },
  {
   "id": "h13",
   "tier": "head",
   "text": "Which cloud platform is best for a SaaS company?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "SaaS cloud",
   "crossCategoryIds": []
  },
  {
   "id": "h14",
   "tier": "head",
   "text": "Which cloud provider has the strongest security?",
   "intent": "recommend",
   "type": "informational",
   "anchor": true,
   "primaryJob": "cloud security",
   "crossCategoryIds": [],
   "ambiguityTest": true,
   "goodAnswer": "1. Explains the shared responsibility model. 2. Says there is no objective \"strongest\" provider. 3. Compares concrete controls or certifications. 4. Avoids naming an unsupported winner.",
   "rubricVersion": "rubric v1 (v1-draft-batch3.md#cf59e2db2915)"
  },
  {
   "id": "h15",
   "tier": "head",
   "text": "Which cloud platform gives the best value for money?",
   "intent": "compare",
   "type": "decision",
   "anchor": false,
   "primaryJob": "cloud value",
   "crossCategoryIds": []
  },
  {
   "id": "h16",
   "tier": "head",
   "text": "Which cloud platform is best for data and analytics workloads?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "data and analytics workloads",
   "crossCategoryIds": []
  },
  {
   "id": "h17",
   "tier": "head",
   "text": "Should a company use one cloud provider or several?",
   "intent": "learn",
   "type": "informational",
   "anchor": false,
   "primaryJob": "single versus multi-cloud",
   "crossCategoryIds": []
  },
  {
   "id": "h18",
   "tier": "head",
   "text": "Which cloud provider has the best support for business customers?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "business support",
   "crossCategoryIds": []
  },
  {
   "id": "h19",
   "tier": "head",
   "text": "Which cloud provider has data centres in the most regions?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "region coverage",
   "crossCategoryIds": []
  },
  {
   "id": "h20",
   "tier": "head",
   "text": "Which cloud platform is best for moving existing servers out of a company's own data centre?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "moving out of an own data centre",
   "crossCategoryIds": []
  },
  {
   "id": "m01",
   "tier": "mid",
   "text": "Cloud platform for a SaaS company growing from thousands to millions of users",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "SaaS scaling",
   "crossCategoryIds": []
  },
  {
   "id": "m02",
   "tier": "mid",
   "text": "Cloud platform for an agency running infrastructure for many clients",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "agency client infrastructure",
   "crossCategoryIds": []
  },
  {
   "id": "m03",
   "tier": "mid",
   "text": "Cloud provider with the most predictable monthly bills for a small team",
   "intent": "price",
   "type": "decision",
   "anchor": true,
   "primaryJob": "predictable bills",
   "crossCategoryIds": []
  },
  {
   "id": "m04",
   "tier": "mid",
   "text": "Cloud provider with good availability of GPUs for training models",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "GPU availability",
   "crossCategoryIds": []
  },
  {
   "id": "m05",
   "tier": "mid",
   "text": "Cloud platform for a financial services company with strict regulatory requirements",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "regulated financial services",
   "crossCategoryIds": []
  },
  {
   "id": "m06",
   "tier": "mid",
   "text": "When does it make sense to leave the cloud and run our own servers?",
   "intent": "compare",
   "type": "informational",
   "anchor": false,
   "primaryJob": "cloud versus own servers",
   "crossCategoryIds": []
  },
  {
   "id": "m07",
   "tier": "mid",
   "text": "How do I move workloads from one cloud provider to another?",
   "intent": "implement",
   "type": "informational",
   "anchor": true,
   "primaryJob": "moving between clouds",
   "crossCategoryIds": []
  },
  {
   "id": "m08",
   "tier": "mid",
   "text": "Cloud platform best suited to running containerised applications",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "containerised applications",
   "crossCategoryIds": []
  },
  {
   "id": "m09",
   "tier": "mid",
   "text": "Cloud provider with the best serverless functions for an event-driven application",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "serverless functions",
   "crossCategoryIds": []
  },
  {
   "id": "m10",
   "tier": "mid",
   "text": "Cloud provider that can keep all of a company's data inside one chosen country",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "data residency",
   "crossCategoryIds": []
  },
  {
   "id": "m11",
   "tier": "mid",
   "text": "How much do cloud providers charge to move data out, and how do I keep that cost down?",
   "intent": "price",
   "type": "informational",
   "anchor": false,
   "primaryJob": "data transfer charges",
   "crossCategoryIds": []
  },
  {
   "id": "m12",
   "tier": "mid",
   "text": "Simpler, cheaper alternatives to the largest cloud providers",
   "intent": "compare",
   "type": "decision",
   "anchor": false,
   "primaryJob": "alternatives to the largest clouds",
   "crossCategoryIds": []
  },
  {
   "id": "m13",
   "tier": "mid",
   "text": "Cloud platform for a government or public sector body",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "public sector cloud",
   "crossCategoryIds": []
  },
  {
   "id": "m14",
   "tier": "mid",
   "text": "Cloud platform for a company that must keep some systems on its own premises",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "hybrid with on-premises systems",
   "crossCategoryIds": []
  },
  {
   "id": "m15",
   "tier": "mid",
   "text": "Cloud platform for an application that must stay up even if a whole data centre fails",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "high availability across data centres",
   "crossCategoryIds": []
  },
  {
   "id": "m16",
   "tier": "mid",
   "text": "Cloud provider that a team of three developers can run without a dedicated operations engineer",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "cloud without an operations engineer",
   "crossCategoryIds": []
  },
  {
   "id": "m17",
   "tier": "mid",
   "text": "How locked in does a company become to its cloud provider, and how can it limit that?",
   "intent": "learn",
   "type": "informational",
   "anchor": false,
   "primaryJob": "lock-in",
   "crossCategoryIds": []
  },
  {
   "id": "m18",
   "tier": "mid",
   "text": "Cloud platform for a media company storing and processing large video files",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "media storage and processing",
   "crossCategoryIds": []
  },
  {
   "id": "m19",
   "tier": "mid",
   "text": "Are reserved capacity and committed-spend discounts worth it for a mid-sized company?",
   "intent": "price",
   "type": "informational",
   "anchor": false,
   "primaryJob": "committed-spend discounts",
   "crossCategoryIds": []
  },
  {
   "id": "m20",
   "tier": "mid",
   "text": "Cloud provider with discounts or credits for nonprofits and research institutions",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "nonprofit and research credits",
   "crossCategoryIds": []
  },
  {
   "id": "t01",
   "tier": "tail",
   "text": "Cloud platform with clear cost breakdowns per team and per project",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "cost breakdowns",
   "crossCategoryIds": []
  },
  {
   "id": "t02",
   "tier": "tail",
   "text": "How do I cut a cloud bill that has doubled without hurting performance?",
   "intent": "implement",
   "type": "informational",
   "anchor": true,
   "primaryJob": "cutting a doubled bill",
   "crossCategoryIds": []
  },
  {
   "id": "t03",
   "tier": "tail",
   "text": "Cloud provider with the cheapest interruptible compute for batch jobs",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "interruptible batch compute",
   "crossCategoryIds": []
  },
  {
   "id": "t04",
   "tier": "tail",
   "text": "Cloud platform that keeps data encrypted while it's being processed, not only when stored",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "confidential computing",
   "crossCategoryIds": []
  },
  {
   "id": "t05",
   "tier": "tail",
   "text": "Cloud provider that rents dedicated physical servers by the hour",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "bare-metal servers",
   "crossCategoryIds": []
  },
  {
   "id": "t06",
   "tier": "tail",
   "text": "How do I set up cloud access so engineers only get the permissions they need?",
   "intent": "implement",
   "type": "informational",
   "anchor": false,
   "primaryJob": "least-privilege cloud access",
   "crossCategoryIds": []
  },
  {
   "id": "t07",
   "tier": "tail",
   "text": "Cloud platform with the best support for managing infrastructure as code",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "infrastructure as code",
   "crossCategoryIds": []
  },
  {
   "id": "t08",
   "tier": "tail",
   "text": "Cloud provider offering ARM-based servers that cost less for the same work",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "ARM servers",
   "crossCategoryIds": []
  },
  {
   "id": "t09",
   "tier": "tail",
   "text": "How do I design disaster recovery across two cloud regions?",
   "intent": "implement",
   "type": "informational",
   "anchor": false,
   "primaryJob": "multi-region disaster recovery",
   "crossCategoryIds": []
  },
  {
   "id": "t10",
   "tier": "tail",
   "text": "Cloud platform with private network connections between our offices and our cloud network",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "private network connections",
   "crossCategoryIds": []
  },
  {
   "id": "t11",
   "tier": "tail",
   "text": "Cloud platform that logs every administrative action for security audits",
   "intent": "recommend",
   "type": "decision",
   "anchor": true,
   "primaryJob": "administrative audit log",
   "crossCategoryIds": []
  },
  {
   "id": "t12",
   "tier": "tail",
   "text": "Cloud provider that can hard-cap spending so a mistake can't run up a huge bill",
   "intent": "price",
   "type": "informational",
   "anchor": true,
   "primaryJob": "hard spending cap",
   "crossCategoryIds": [],
   "ambiguityTest": true,
   "goodAnswer": "1. Distinguishes budget alerts from limits that stop spending. 2. Says accurately whether providers offer enforced caps or only alerts and automated actions. 3. Names the trade-off (an enforced cap can stop production). 4. Avoids claiming a hard cap exists where it doesn't.",
   "rubricVersion": "rubric v1 (v1-draft-batch3.md#cf59e2db2915)"
  },
  {
   "id": "t13",
   "tier": "tail",
   "text": "Should a small team run its application on managed containers or on plain virtual machines?",
   "intent": "compare",
   "type": "informational",
   "anchor": false,
   "primaryJob": "containers versus virtual machines",
   "crossCategoryIds": []
  },
  {
   "id": "t14",
   "tier": "tail",
   "text": "Cloud platform for high-performance computing such as simulations and genomics",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "high-performance computing",
   "crossCategoryIds": []
  },
  {
   "id": "t15",
   "tier": "tail",
   "text": "Which cloud providers report the carbon footprint of the computing each customer uses?",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "carbon reporting",
   "crossCategoryIds": []
  },
  {
   "id": "t16",
   "tier": "tail",
   "text": "Cloud provider with the widest set of security and compliance certifications",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "compliance certifications",
   "crossCategoryIds": []
  },
  {
   "id": "t17",
   "tier": "tail",
   "text": "What should a startup do before its cloud credits run out?",
   "intent": "implement",
   "type": "informational",
   "anchor": false,
   "primaryJob": "before credits run out",
   "crossCategoryIds": []
  },
  {
   "id": "t18",
   "tier": "tail",
   "text": "Cloud provider that grants large capacity increases quickly ahead of a launch",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "fast capacity increases",
   "crossCategoryIds": []
  },
  {
   "id": "t19",
   "tier": "tail",
   "text": "Cloud provider with guaranteed response times from engineers during an outage",
   "intent": "recommend",
   "type": "decision",
   "anchor": false,
   "primaryJob": "outage response times",
   "crossCategoryIds": []
  },
  {
   "id": "t20",
   "tier": "tail",
   "text": "Are a cloud provider's own AI services worth using, or should we run open models on its plain compute?",
   "intent": "compare",
   "type": "informational",
   "anchor": false,
   "primaryJob": "provider AI services versus open models",
   "crossCategoryIds": []
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 "crossCategoryQuestions": [],
 "ambiguityTests": {
  "graded": false,
  "result": null,
  "note": "Collected and published verbatim; not graded. No quality result or pass/fail is reported until the grader is built (January 2027).",
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    "text": "Which cloud provider has the strongest security?",
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   {
    "id": "t12",
    "text": "Cloud provider that can hard-cap spending so a mistake can't run up a huge bill",
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    "rubricVersion": "rubric v1 (v1-draft-batch3.md#cf59e2db2915)"
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      "share": 0.5
     },
     {
      "domain": "reddit.com",
      "answersCiting": 22,
      "share": 0.367
     },
     {
      "domain": "amazon.com",
      "answersCiting": 16,
      "share": 0.267
     },
     {
      "domain": "google.com",
      "answersCiting": 16,
      "share": 0.267
     },
     {
      "domain": "microsoft.com",
      "answersCiting": 15,
      "share": 0.25
     },
     {
      "domain": "northflank.com",
      "answersCiting": 12,
      "share": 0.2
     },
     {
      "domain": "datacamp.com",
      "answersCiting": 10,
      "share": 0.167
     },
     {
      "domain": "youtube.com",
      "answersCiting": 10,
      "share": 0.167
     },
     {
      "domain": "infranexa.io",
      "answersCiting": 9,
      "share": 0.15
     },
     {
      "domain": "digitalocean.com",
      "answersCiting": 7,
      "share": 0.117
     }
    ],
    "Perplexity": [
     {
      "domain": "aws.amazon.com",
      "answersCiting": 32,
      "share": 0.533
     },
     {
      "domain": "docs.aws.amazon.com",
      "answersCiting": 22,
      "share": 0.367
     },
     {
      "domain": "docs.cloud.google.com",
      "answersCiting": 20,
      "share": 0.333
     },
     {
      "domain": "cloud.google.com",
      "answersCiting": 19,
      "share": 0.317
     },
     {
      "domain": "learn.microsoft.com",
      "answersCiting": 18,
      "share": 0.3
     },
     {
      "domain": "azure.microsoft.com",
      "answersCiting": 11,
      "share": 0.183
     },
     {
      "domain": "builder.aws.com",
      "answersCiting": 4,
      "share": 0.067
     },
     {
      "domain": "digitalocean.com",
      "answersCiting": 4,
      "share": 0.067
     },
     {
      "domain": "qovery.com",
      "answersCiting": 4,
      "share": 0.067
     },
     {
      "domain": "kanerika.com",
      "answersCiting": 3,
      "share": 0.05
     }
    ]
   }
  },
  "searchFacts": {
   "totalSearches": 724,
   "shareMentioningAYear": 0.276,
   "shareNamingAKnownBrand": 0.606
  },
  "firstNamedAgreement": {
   "questionsWithAllFourNamingOne": 44,
   "allFourSameFirst": 12
  },
  "selfRecommendation": {
   "method": "Brands matched to the four AI makers by their own domains and product names. Decision answers only, cross-tagged questions left out. Named in sources: the fetched text of the pages the answer found where Citewake has it, else the source address or title (namedBasis).",
   "makers": [
    {
     "maker": "OpenAI",
     "ai": "ChatGPT",
     "domains": [
      "openai.com",
      "chatgpt.com"
     ]
    },
    {
     "maker": "Anthropic",
     "ai": "Claude",
     "domains": [
      "anthropic.com",
      "claude.ai",
      "claude.com"
     ]
    },
    {
     "maker": "Google",
     "ai": "Gemini",
     "domains": [
      "gemini.google.com",
      "gemini.google",
      "deepmind.google",
      "deepmind.com",
      "ai.google",
      "ai.google.dev",
      "aistudio.google.com"
     ]
    },
    {
     "maker": "Perplexity",
     "ai": "Perplexity",
     "domains": [
      "perplexity.ai"
     ]
    }
   ],
   "byMaker": [],
   "rows": [],
   "notes": {}
  }
 },
 "exportVersion": "cw-export-3"
}