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docs/research/seo-ai-visibility/query-set.json

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{
  "schemaVersion": 1,
  "querySetId": "seo-ai-visibility-v1",
  "reviewedAt": "2026-07-27",
  "reviewNotes": "Twenty-five English-language decision queries reviewed against World Monitor's current page families. Reference entities are comparison candidates or primary sources to inspect; their inclusion is not an endorsement or a ranking claim.",
  "queries": [
    {
      "id": "q01",
      "query": "best real-time global intelligence dashboard for geopolitical risk monitoring",
      "intent": "category_definition",
      "targetAudience": "Security analysts and cross-domain risk teams",
      "targetPage": {
        "family": "homepage",
        "url": "https://www.worldmonitor.app/"
      },
      "conversionGoal": "Launch the dashboard",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "Dataminr",
          "url": "https://www.dataminr.com/"
        },
        {
          "role": "competitor",
          "name": "Recorded Future",
          "url": "https://www.recordedfuture.com/"
        }
      ]
    },
    {
      "id": "q02",
      "query": "open-source OSINT dashboard for global events",
      "intent": "category_definition",
      "targetAudience": "OSINT practitioners, journalists, and researchers",
      "targetPage": {
        "family": "dashboard",
        "url": "https://www.worldmonitor.app/dashboard"
      },
      "conversionGoal": "Open the live map and inspect a source",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "Liveuamap",
          "url": "https://liveuamap.com/"
        },
        {
          "role": "source",
          "name": "GDELT Project",
          "url": "https://www.gdeltproject.org/"
        }
      ]
    },
    {
      "id": "q03",
      "query": "what is a global intelligence dashboard",
      "intent": "category_definition",
      "targetAudience": "New evaluators and non-specialist decision-makers",
      "targetPage": {
        "family": "blog",
        "url": "https://www.worldmonitor.app/blog/posts/what-is-worldmonitor-real-time-global-intelligence/"
      },
      "conversionGoal": "Continue from the explainer to the dashboard",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "BlackRock Geopolitical Risk Dashboard",
          "url": "https://www.blackrock.com/corporate/insights/blackrock-investment-institute/interactive-charts/geopolitical-risk-dashboard"
        },
        {
          "role": "source",
          "name": "World Monitor GitHub repository",
          "url": "https://github.com/koala73/worldmonitor"
        }
      ]
    },
    {
      "id": "q04",
      "query": "real-time situational awareness map for conflicts shipping and markets",
      "intent": "category_definition",
      "targetAudience": "Operations and crisis-management teams",
      "targetPage": {
        "family": "homepage",
        "url": "https://www.worldmonitor.app/"
      },
      "conversionGoal": "Launch the dashboard with relevant layers",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "ACLED Explorer",
          "url": "https://acleddata.com/explorer/"
        },
        {
          "role": "competitor",
          "name": "MarineTraffic",
          "url": "https://www.marinetraffic.com/"
        }
      ]
    },
    {
      "id": "q05",
      "query": "geopolitical monitoring methodology and data sources",
      "intent": "category_definition",
      "targetAudience": "Analysts validating provenance and methodology",
      "targetPage": {
        "family": "documentation",
        "url": "https://www.worldmonitor.app/docs/data-sources"
      },
      "conversionGoal": "Review methodology and source documentation",
      "referenceEntities": [
        {
          "role": "source",
          "name": "ACLED methodology",
          "url": "https://acleddata.com/methodology/"
        },
        {
          "role": "source",
          "name": "UCDP methodology",
          "url": "https://ucdp.uu.se/methodology"
        }
      ]
    },
    {
      "id": "q06",
      "query": "country risk monitoring dashboard for analysts",
      "intent": "use_case",
      "targetAudience": "Country-risk, macro, and supply-chain analysts",
      "targetPage": {
        "family": "country_pages",
        "url": "https://www.worldmonitor.app/countries/"
      },
      "conversionGoal": "Open a country page and continue into the dashboard",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "S&P Global Country Risk",
          "url": "https://www.spglobal.com/market-intelligence/en/solutions/products/country-risk"
        },
        {
          "role": "source",
          "name": "World Bank Worldwide Governance Indicators",
          "url": "https://www.worldbank.org/en/publication/worldwide-governance-indicators"
        }
      ]
    },
    {
      "id": "q07",
      "query": "Strait of Hormuz live traffic and disruption tracker",
      "intent": "use_case",
      "targetAudience": "Energy traders, maritime analysts, and logistics teams",
      "targetPage": {
        "family": "chokepoints",
        "url": "https://www.worldmonitor.app/chokepoints/"
      },
      "conversionGoal": "Inspect live chokepoint status and open the dashboard",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "MarineTraffic",
          "url": "https://www.marinetraffic.com/"
        },
        {
          "role": "source",
          "name": "IMF PortWatch",
          "url": "https://portwatch.imf.org/"
        }
      ]
    },
    {
      "id": "q08",
      "query": "live geopolitical crisis tracker with sources",
      "intent": "use_case",
      "targetAudience": "Newsrooms, researchers, and crisis-response teams",
      "targetPage": {
        "family": "crises",
        "url": "https://www.worldmonitor.app/crises/"
      },
      "conversionGoal": "Open a bounded crisis tracker and verify its sources",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "International Crisis Group CrisisWatch",
          "url": "https://www.crisisgroup.org/crisiswatch"
        },
        {
          "role": "competitor",
          "name": "Liveuamap",
          "url": "https://liveuamap.com/"
        }
      ]
    },
    {
      "id": "q09",
      "query": "airspace disruption checker for security teams",
      "intent": "use_case",
      "targetAudience": "Travel-security, aviation, and duty-of-care teams",
      "targetPage": {
        "family": "tools",
        "url": "https://www.worldmonitor.app/tools/airspace-disruption-checker/"
      },
      "conversionGoal": "Run the checker and open the aviation dashboard context",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "Flightradar24",
          "url": "https://www.flightradar24.com/"
        },
        {
          "role": "source",
          "name": "OpenSky Network",
          "url": "https://opensky-network.org/"
        }
      ]
    },
    {
      "id": "q10",
      "query": "supply-chain early warning dashboard for chokepoints and country risk",
      "intent": "use_case",
      "targetAudience": "Procurement, logistics, and supply-chain risk teams",
      "targetPage": {
        "family": "blog",
        "url": "https://www.worldmonitor.app/blog/posts/supply-chain-early-warning-dashboard-worldmonitor-api/"
      },
      "conversionGoal": "Review the workflow and start an API or dashboard path",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "Everstream Analytics",
          "url": "https://www.everstream.ai/"
        },
        {
          "role": "competitor",
          "name": "Interos",
          "url": "https://www.interos.ai/"
        }
      ]
    },
    {
      "id": "q11",
      "query": "geopolitical risk API with real-time global data",
      "intent": "developer_agent",
      "targetAudience": "Developers building risk and monitoring products",
      "targetPage": {
        "family": "developer_mcp",
        "url": "https://www.worldmonitor.app/docs/api-reference"
      },
      "conversionGoal": "Review the API reference and pricing",
      "referenceEntities": [
        {
          "role": "source",
          "name": "GDELT API documentation",
          "url": "https://www.gdeltproject.org/data.html"
        },
        {
          "role": "source",
          "name": "ACLED API documentation",
          "url": "https://acleddata.com/acleddatanew/wp-content/uploads/dlm_uploads/2024/03/API-Documentation.pdf"
        }
      ]
    },
    {
      "id": "q12",
      "query": "MCP server for live geopolitical intelligence",
      "intent": "developer_agent",
      "targetAudience": "AI-agent developers and MCP client users",
      "targetPage": {
        "family": "developer_mcp",
        "url": "https://www.worldmonitor.app/docs/mcp-overview"
      },
      "conversionGoal": "Connect an MCP client",
      "referenceEntities": [
        {
          "role": "source",
          "name": "Model Context Protocol",
          "url": "https://modelcontextprotocol.io/"
        },
        {
          "role": "source",
          "name": "Anthropic MCP documentation",
          "url": "https://docs.anthropic.com/en/docs/agents-and-tools/mcp"
        }
      ]
    },
    {
      "id": "q13",
      "query": "build a geopolitical risk agent with live world data",
      "intent": "developer_agent",
      "targetAudience": "Agent engineers and technical analysts",
      "targetPage": {
        "family": "blog",
        "url": "https://www.worldmonitor.app/blog/posts/build-geopolitical-risk-agent-worldmonitor-mcp/"
      },
      "conversionGoal": "Follow the tutorial and connect MCP",
      "referenceEntities": [
        {
          "role": "source",
          "name": "OpenAI agents documentation",
          "url": "https://platform.openai.com/docs/guides/agents"
        },
        {
          "role": "source",
          "name": "Anthropic tool use documentation",
          "url": "https://docs.anthropic.com/en/docs/agents-and-tools/tool-use/overview"
        }
      ]
    },
    {
      "id": "q14",
      "query": "REST API for conflicts markets shipping and aviation data",
      "intent": "developer_agent",
      "targetAudience": "Data engineers and application developers",
      "targetPage": {
        "family": "documentation",
        "url": "https://www.worldmonitor.app/docs/api-reference"
      },
      "conversionGoal": "Inspect endpoint coverage and create an API integration",
      "referenceEntities": [
        {
          "role": "source",
          "name": "OpenSky Network API",
          "url": "https://openskynetwork.github.io/opensky-api/"
        },
        {
          "role": "source",
          "name": "USGS Earthquake API",
          "url": "https://earthquake.usgs.gov/fdsnws/event/1/"
        }
      ]
    },
    {
      "id": "q15",
      "query": "give Claude or GPT real-time geopolitical context",
      "intent": "developer_agent",
      "targetAudience": "AI product teams and advanced assistant users",
      "targetPage": {
        "family": "developer_mcp",
        "url": "https://www.worldmonitor.app/docs/mcp-quickstart"
      },
      "conversionGoal": "Connect an assistant through MCP",
      "referenceEntities": [
        {
          "role": "source",
          "name": "OpenAI MCP documentation",
          "url": "https://platform.openai.com/docs/mcp"
        },
        {
          "role": "source",
          "name": "Anthropic MCP documentation",
          "url": "https://docs.anthropic.com/en/docs/agents-and-tools/mcp"
        }
      ]
    },
    {
      "id": "q16",
      "query": "free vs paid real-time intelligence dashboard",
      "intent": "evaluation",
      "targetAudience": "Individual analysts comparing free and paid options",
      "targetPage": {
        "family": "pricing",
        "url": "https://www.worldmonitor.app/pro#pricing"
      },
      "conversionGoal": "Review plans and start a Pro checkout",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "Dataminr",
          "url": "https://www.dataminr.com/"
        },
        {
          "role": "competitor",
          "name": "Palantir",
          "url": "https://www.palantir.com/"
        }
      ]
    },
    {
      "id": "q17",
      "query": "World Monitor alternatives for geopolitical intelligence",
      "intent": "evaluation",
      "targetAudience": "Buyers shortlisting intelligence platforms",
      "targetPage": {
        "family": "blog",
        "url": "https://www.worldmonitor.app/blog/posts/worldmonitor-vs-traditional-intelligence-tools/"
      },
      "conversionGoal": "Compare fit and continue to the appropriate product tier",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "Recorded Future",
          "url": "https://www.recordedfuture.com/"
        },
        {
          "role": "competitor",
          "name": "Janes",
          "url": "https://www.janes.com/"
        }
      ]
    },
    {
      "id": "q18",
      "query": "World Monitor vs GDELT",
      "intent": "evaluation",
      "targetAudience": "Researchers and developers choosing data workflows",
      "targetPage": {
        "family": "documentation",
        "url": "https://www.worldmonitor.app/docs/data-sources"
      },
      "conversionGoal": "Understand source composition and inspect the API",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "GDELT Project",
          "url": "https://www.gdeltproject.org/"
        },
        {
          "role": "source",
          "name": "World Monitor source catalog",
          "url": "https://www.worldmonitor.app/docs/data-sources"
        }
      ]
    },
    {
      "id": "q19",
      "query": "World Monitor vs Liveuamap",
      "intent": "evaluation",
      "targetAudience": "News, OSINT, and security analysts",
      "targetPage": {
        "family": "dashboard",
        "url": "https://www.worldmonitor.app/dashboard"
      },
      "conversionGoal": "Evaluate the live dashboard using a current event",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "Liveuamap",
          "url": "https://liveuamap.com/"
        },
        {
          "role": "source",
          "name": "World Monitor GitHub repository",
          "url": "https://github.com/koala73/worldmonitor"
        }
      ]
    },
    {
      "id": "q20",
      "query": "geopolitical intelligence platform pricing for individual analysts",
      "intent": "evaluation",
      "targetAudience": "Independent analysts, researchers, and consultants",
      "targetPage": {
        "family": "pricing",
        "url": "https://www.worldmonitor.app/pro#pricing"
      },
      "conversionGoal": "Select an individual plan or remain on the free tier",
      "referenceEntities": [
        {
          "role": "competitor",
          "name": "S&P Global Market Intelligence",
          "url": "https://www.spglobal.com/market-intelligence/en"
        },
        {
          "role": "competitor",
          "name": "Recorded Future",
          "url": "https://www.recordedfuture.com/"
        }
      ]
    },
    {
      "id": "q21",
      "query": "World Monitor capabilities",
      "intent": "branded_entity",
      "targetAudience": "Prospective users checking product scope",
      "targetPage": {
        "family": "homepage",
        "url": "https://www.worldmonitor.app/"
      },
      "conversionGoal": "Launch the dashboard or choose a focused variant",
      "referenceEntities": [
        {
          "role": "source",
          "name": "World Monitor product reference",
          "url": "https://www.worldmonitor.app/llms.txt"
        },
        {
          "role": "source",
          "name": "World Monitor GitHub repository",
          "url": "https://github.com/koala73/worldmonitor"
        }
      ]
    },
    {
      "id": "q22",
      "query": "World Monitor data sources and methodology",
      "intent": "branded_entity",
      "targetAudience": "Analysts performing source due diligence",
      "targetPage": {
        "family": "documentation",
        "url": "https://www.worldmonitor.app/docs/data-sources"
      },
      "conversionGoal": "Validate provenance and continue to a methodology page",
      "referenceEntities": [
        {
          "role": "source",
          "name": "World Monitor data-source catalog",
          "url": "https://www.worldmonitor.app/docs/data-sources"
        },
        {
          "role": "source",
          "name": "World Monitor health endpoint documentation",
          "url": "https://www.worldmonitor.app/docs/health-endpoints"
        }
      ]
    },
    {
      "id": "q23",
      "query": "World Monitor pricing",
      "intent": "branded_entity",
      "targetAudience": "Users evaluating paid access",
      "targetPage": {
        "family": "pricing",
        "url": "https://www.worldmonitor.app/pro#pricing"
      },
      "conversionGoal": "View current pricing and start checkout",
      "referenceEntities": [
        {
          "role": "source",
          "name": "World Monitor pricing reference",
          "url": "https://www.worldmonitor.app/pricing.md"
        },
        {
          "role": "source",
          "name": "World Monitor Pro page",
          "url": "https://www.worldmonitor.app/pro#pricing"
        }
      ]
    },
    {
      "id": "q24",
      "query": "World Monitor MCP access",
      "intent": "branded_entity",
      "targetAudience": "Developers and assistant users checking MCP access",
      "targetPage": {
        "family": "developer_mcp",
        "url": "https://www.worldmonitor.app/docs/mcp-overview"
      },
      "conversionGoal": "Review access requirements and connect a client",
      "referenceEntities": [
        {
          "role": "source",
          "name": "World Monitor MCP server reference",
          "url": "https://www.worldmonitor.app/mcp-server.md"
        },
        {
          "role": "source",
          "name": "Model Context Protocol",
          "url": "https://modelcontextprotocol.io/"
        }
      ]
    },
    {
      "id": "q25",
      "query": "how fresh is World Monitor data",
      "intent": "branded_entity",
      "targetAudience": "Analysts validating operational freshness",
      "targetPage": {
        "family": "crises",
        "url": "https://www.worldmonitor.app/crises/"
      },
      "conversionGoal": "Inspect source health and open a live crisis view",
      "referenceEntities": [
        {
          "role": "source",
          "name": "World Monitor health endpoint documentation",
          "url": "https://www.worldmonitor.app/docs/health-endpoints"
        },
        {
          "role": "source",
          "name": "World Monitor compact health API",
          "url": "https://www.worldmonitor.app/api/health?compact=1"
        }
      ]
    }
  ]
}