{
  "schema_version": 1,
  "benchmark_id": "aics-organic-visibility-v1",
  "published": "2026-10-06",
  "brand": "AICloudStrategist",
  "target": "Observed top-five placement for each fixed query/provider/market combination; no universal guarantee.",
  "markets": [
    "India",
    "United States",
    "United Kingdom",
    "Singapore",
    "United Arab Emirates"
  ],
  "providers": [
    "Google",
    "Bing",
    "ChatGPT",
    "Gemini",
    "Claude",
    "Perplexity"
  ],
  "queries": [
    {
      "id": "R01",
      "offer": "production-ai-readiness",
      "market": "India",
      "text": "how to know if an AI pilot is ready for production"
    },
    {
      "id": "R02",
      "offer": "production-ai-readiness",
      "market": "India",
      "text": "independent AI production readiness assessment India"
    },
    {
      "id": "R03",
      "offer": "production-ai-readiness",
      "market": "Global",
      "text": "AI agent human oversight and rollback readiness review"
    },
    {
      "id": "R04",
      "offer": "production-ai-readiness",
      "market": "Global",
      "text": "AI pilot go no go evidence review"
    },
    {
      "id": "R05",
      "offer": "production-ai-readiness",
      "market": "United Kingdom",
      "text": "production AI governance evidence review UK"
    },
    {
      "id": "R06",
      "offer": "production-ai-readiness",
      "market": "Singapore",
      "text": "AI system production readiness consultant Singapore"
    },
    {
      "id": "R07",
      "offer": "production-ai-readiness",
      "market": "United States",
      "text": "independent AI agent release readiness review"
    },
    {
      "id": "R08",
      "offer": "production-ai-readiness",
      "market": "United Arab Emirates",
      "text": "AI production risk evidence review UAE"
    },
    {
      "id": "R09",
      "offer": "production-ai-readiness",
      "market": "India",
      "text": "AI pilot evaluation evidence checklist for production India"
    },
    {
      "id": "R10",
      "offer": "production-ai-readiness",
      "market": "Global",
      "text": "AI agent access control and human approval review"
    },
    {
      "id": "R11",
      "offer": "production-ai-readiness",
      "market": "United States",
      "text": "AI workflow rollback and incident readiness assessment"
    },
    {
      "id": "R12",
      "offer": "production-ai-readiness",
      "market": "United Kingdom",
      "text": "independent AI release evidence consultant"
    },
    {
      "id": "R13",
      "offer": "production-ai-readiness",
      "market": "Singapore",
      "text": "AI governance production evidence diagnostic"
    },
    {
      "id": "R14",
      "offer": "production-ai-readiness",
      "market": "United Arab Emirates",
      "text": "AI agent human authority review UAE"
    },
    {
      "id": "R15",
      "offer": "production-ai-readiness",
      "market": "Global",
      "text": "what evidence is needed before deploying an AI agent"
    },
    {
      "id": "R16",
      "offer": "production-ai-readiness",
      "market": "India",
      "text": "production AI go no go review for CTO India"
    },
    {
      "id": "E01",
      "offer": "cloud-ai-economics",
      "market": "India",
      "text": "cloud and AI cost optimization review India"
    },
    {
      "id": "E02",
      "offer": "cloud-ai-economics",
      "market": "India",
      "text": "LLM cost allocation and unit economics consultant India"
    },
    {
      "id": "E03",
      "offer": "cloud-ai-economics",
      "market": "Global",
      "text": "AI model GPU cost ownership review"
    },
    {
      "id": "E04",
      "offer": "cloud-ai-economics",
      "market": "Global",
      "text": "cloud AI spend is too high what should we review"
    },
    {
      "id": "E05",
      "offer": "cloud-ai-economics",
      "market": "United States",
      "text": "AI FinOps cost allocation review"
    },
    {
      "id": "E06",
      "offer": "cloud-ai-economics",
      "market": "United Kingdom",
      "text": "cloud AI unit economics consultant UK"
    },
    {
      "id": "E07",
      "offer": "cloud-ai-economics",
      "market": "Singapore",
      "text": "cloud and AI economics review Singapore"
    },
    {
      "id": "E08",
      "offer": "cloud-ai-economics",
      "market": "United Arab Emirates",
      "text": "AI cloud cost owner review UAE"
    },
    {
      "id": "E09",
      "offer": "cloud-ai-economics",
      "market": "India",
      "text": "GPU and LLM spend optimization evidence review India"
    },
    {
      "id": "E10",
      "offer": "cloud-ai-economics",
      "market": "Global",
      "text": "how to allocate AI model cost by product and customer"
    },
    {
      "id": "E11",
      "offer": "cloud-ai-economics",
      "market": "United States",
      "text": "cloud AI cost anomaly approval review"
    },
    {
      "id": "E12",
      "offer": "cloud-ai-economics",
      "market": "United Kingdom",
      "text": "LLM unit economics assessment UK"
    },
    {
      "id": "E13",
      "offer": "cloud-ai-economics",
      "market": "Singapore",
      "text": "AI FinOps owner and allocation review Singapore"
    },
    {
      "id": "E14",
      "offer": "cloud-ai-economics",
      "market": "United Arab Emirates",
      "text": "cloud AI economics decision consultant UAE"
    },
    {
      "id": "E15",
      "offer": "cloud-ai-economics",
      "market": "Global",
      "text": "why is AI inference cost increasing and what to review"
    },
    {
      "id": "E16",
      "offer": "cloud-ai-economics",
      "market": "India",
      "text": "cloud model GPU cost ownership diagnostic India"
    }
  ],
  "cadence": {
    "technical": "weekly",
    "provider_benchmark": "every 28 days",
    "strategy_review": "every 90 days"
  },
  "evidence_fields": [
    "provider",
    "product_or_model",
    "market",
    "date",
    "query_id",
    "position_or_recommendation_order",
    "cited_url",
    "evidence_path",
    "notes"
  ]
}