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          "cited": 20,
          "checks": 90,
          "engine": "ChatGPT",
          "ratePct": 22.2
        },
        {
          "cited": 20,
          "checks": 90,
          "engine": "Claude",
          "ratePct": 22.2
        },
        {
          "cited": 0,
          "checks": 90,
          "engine": "Copilot",
          "ratePct": 0
        },
        {
          "cited": 6,
          "checks": 90,
          "engine": "Gemini",
          "ratePct": 6.7
        },
        {
          "cited": 26,
          "checks": 105,
          "engine": "Perplexity",
          "ratePct": 24.8
        }
      ],
      "disagreement": 63
    }
  ],
  "challengers": [
    {
      "name": "Fathom",
      "slug": "fathom",
      "cited": 932,
      "checks": 2394,
      "ratePct": 38.9,
      "category": "analytics",
      "changePts": 41.5,
      "priorRatePct": 24.6,
      "categoryLabel": "Analytics"
    },
    {
      "name": "Plausible",
      "slug": "plausible",
      "cited": 1025,
      "checks": 2394,
      "ratePct": 42.8,
      "category": "analytics",
      "changePts": 39.1,
      "priorRatePct": 29.3,
      "categoryLabel": "Analytics"
    },
    {
      "name": "Matomo",
      "slug": "matomo",
      "cited": 1085,
      "checks": 2394,
      "ratePct": 45.3,
      "category": "analytics",
      "changePts": 38.3,
      "priorRatePct": 32.1,
      "categoryLabel": "Analytics"
    },
    {
      "name": "NetSuite",
      "slug": "netsuite",
      "cited": 1224,
      "checks": 2568,
      "ratePct": 47.7,
      "category": "accounting",
      "changePts": 23.8,
      "priorRatePct": 36.6,
      "categoryLabel": "Accounting"
    },
    {
      "name": "HubSpot Marketing",
      "slug": "hubspot-em",
      "cited": 1901,
      "checks": 3044,
      "ratePct": 62.5,
      "category": "email-marketing",
      "changePts": 15.7,
      "priorRatePct": 56.4,
      "categoryLabel": "Email Marketing"
    },
    {
      "name": "Klaviyo",
      "slug": "klaviyo",
      "cited": 2539,
      "checks": 3044,
      "ratePct": 83.4,
      "category": "email-marketing",
      "changePts": 13.1,
      "priorRatePct": 78.4,
      "categoryLabel": "Email Marketing"
    },
    {
      "name": "Bench",
      "slug": "bench",
      "cited": 736,
      "checks": 2568,
      "ratePct": 28.7,
      "category": "accounting",
      "changePts": 13,
      "priorRatePct": 22.6,
      "categoryLabel": "Accounting"
    },
    {
      "name": "Gemini",
      "slug": "gemini",
      "cited": 781,
      "checks": 1883,
      "ratePct": 41.5,
      "category": "crypto-exchanges",
      "changePts": 11.6,
      "priorRatePct": 31.1,
      "categoryLabel": "Crypto Exchanges"
    },
    {
      "name": "Freshdesk",
      "slug": "freshdesk",
      "cited": 977,
      "checks": 2504,
      "ratePct": 39,
      "category": "helpdesk",
      "changePts": 11.6,
      "priorRatePct": 34.6,
      "categoryLabel": "Helpdesk"
    },
    {
      "name": "Brevo",
      "slug": "brevo",
      "cited": 2405,
      "checks": 3044,
      "ratePct": 79,
      "category": "email-marketing",
      "changePts": 11.1,
      "priorRatePct": 74.7,
      "categoryLabel": "Email Marketing"
    },
    {
      "name": "Mailchimp",
      "slug": "mailchimp",
      "cited": 2609,
      "checks": 3044,
      "ratePct": 85.7,
      "category": "email-marketing",
      "changePts": 10.7,
      "priorRatePct": 81.6,
      "categoryLabel": "Email Marketing"
    },
    {
      "name": "Salesforce Service Cloud",
      "slug": "salesforce-service",
      "cited": 1680,
      "checks": 2504,
      "ratePct": 67.1,
      "category": "helpdesk",
      "changePts": 10.6,
      "priorRatePct": 63,
      "categoryLabel": "Helpdesk"
    },
    {
      "name": "Relay",
      "slug": "relay",
      "cited": 774,
      "checks": 873,
      "ratePct": 88.7,
      "category": "business-banking",
      "changePts": 9.9,
      "priorRatePct": 81,
      "categoryLabel": "Business Banking"
    },
    {
      "name": "Found",
      "slug": "found",
      "cited": 623,
      "checks": 873,
      "ratePct": 71.4,
      "category": "business-banking",
      "changePts": 8.7,
      "priorRatePct": 64.6,
      "categoryLabel": "Business Banking"
    },
    {
      "name": "Bitstamp",
      "slug": "bitstamp",
      "cited": 179,
      "checks": 1883,
      "ratePct": 9.5,
      "category": "crypto-exchanges",
      "changePts": 8.4,
      "priorRatePct": 2,
      "categoryLabel": "Crypto Exchanges"
    },
    {
      "name": "Airbase",
      "slug": "airbase",
      "cited": 2458,
      "checks": 3540,
      "ratePct": 69.4,
      "category": "expense-management",
      "changePts": 6.4,
      "priorRatePct": 67.3,
      "categoryLabel": "Expense Management"
    },
    {
      "name": "Brex",
      "slug": "brex",
      "cited": 2916,
      "checks": 3540,
      "ratePct": 82.4,
      "category": "expense-management",
      "changePts": 6.3,
      "priorRatePct": 80.3,
      "categoryLabel": "Expense Management"
    },
    {
      "name": "Adobe Analytics",
      "slug": "adobe-analytics",
      "cited": 424,
      "checks": 2394,
      "ratePct": 17.7,
      "category": "analytics",
      "changePts": 6.2,
      "priorRatePct": 15.6,
      "categoryLabel": "Analytics"
    },
    {
      "name": "Intercom",
      "slug": "intercom",
      "cited": 2285,
      "checks": 2504,
      "ratePct": 91.3,
      "category": "helpdesk",
      "changePts": 5.9,
      "priorRatePct": 89,
      "categoryLabel": "Helpdesk"
    },
    {
      "name": "Ramp",
      "slug": "ramp",
      "cited": 2979,
      "checks": 3540,
      "ratePct": 84.2,
      "category": "expense-management",
      "changePts": 5.9,
      "priorRatePct": 82.2,
      "categoryLabel": "Expense Management"
    },
    {
      "name": "Gorgias",
      "slug": "gorgias",
      "cited": 1039,
      "checks": 2504,
      "ratePct": 41.5,
      "category": "helpdesk",
      "changePts": 5.7,
      "priorRatePct": 39.3,
      "categoryLabel": "Helpdesk"
    },
    {
      "name": "Zendesk",
      "slug": "zendesk",
      "cited": 2255,
      "checks": 2504,
      "ratePct": 90.1,
      "category": "helpdesk",
      "changePts": 5.1,
      "priorRatePct": 88.1,
      "categoryLabel": "Helpdesk"
    },
    {
      "name": "RightSignature",
      "slug": "rightsignature",
      "cited": 825,
      "checks": 2381,
      "ratePct": 34.6,
      "category": "e-signature",
      "changePts": 4.9,
      "priorRatePct": 32.7,
      "categoryLabel": "E-Signature"
    },
    {
      "name": "Amplitude",
      "slug": "amplitude",
      "cited": 2126,
      "checks": 2394,
      "ratePct": 88.8,
      "category": "analytics",
      "changePts": 4.1,
      "priorRatePct": 87.4,
      "categoryLabel": "Analytics"
    },
    {
      "name": "Bluevine",
      "slug": "bluevine",
      "cited": 864,
      "checks": 873,
      "ratePct": 99,
      "category": "business-banking",
      "changePts": 3.3,
      "priorRatePct": 96.4,
      "categoryLabel": "Business Banking"
    }
  ],
  "methodology": "Every tracked brand in each category is asked that category's buyer questions on the same schedule across ChatGPT, Claude, Copilot, Gemini, Perplexity. An answer counts as a citation when the engine names the brand in response to a question that did not name it first. Rates are raw answers over the trailing 90 days; brands with fewer than 20 answers are excluded. Share change compares the most recent 45 days with the 45 before. Engine disagreement is the average spread of per-engine citation rates for each category's top five brands, scaled 0–100. PressGEO is measured by the same rules as every other brand.",
  "window_days": 90,
  "engineTotals": [
    {
      "cited": 17256,
      "checks": 53577,
      "engine": "ChatGPT",
      "ratePct": 32.2
    },
    {
      "cited": 23510,
      "checks": 68014,
      "engine": "Claude",
      "ratePct": 34.6
    },
    {
      "cited": 29524,
      "checks": 74276,
      "engine": "Copilot",
      "ratePct": 39.7
    },
    {
      "cited": 17379,
      "checks": 48444,
      "engine": "Gemini",
      "ratePct": 35.9
    },
    {
      "cited": 44880,
      "checks": 112271,
      "engine": "Perplexity",
      "ratePct": 40
    }
  ],
  "mostDisputed": [
    {
      "slug": "sase",
      "label": "SASE / SSE",
      "disagreement": 75
    },
    {
      "slug": "pentesting",
      "label": "Pentesting & Offensive Security",
      "disagreement": 68
    },
    {
      "slug": "iam",
      "label": "Identity & Access Management",
      "disagreement": 66
    },
    {
      "slug": "vulnerability-management",
      "label": "Vulnerability Management",
      "disagreement": 63
    },
    {
      "slug": "edr-xdr",
      "label": "EDR / XDR",
      "disagreement": 60
    },
    {
      "slug": "email-security",
      "label": "Email Security",
      "disagreement": 60
    },
    {
      "slug": "cnapp",
      "label": "Cloud Security (CNAPP)",
      "disagreement": 59
    },
    {
      "slug": "dlp",
      "label": "Data Loss Prevention",
      "disagreement": 59
    },
    {
      "slug": "siem",
      "label": "SIEM",
      "disagreement": 57
    },
    {
      "slug": "mdr",
      "label": "Managed Detection & Response",
      "disagreement": 49
    }
  ]
}