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      "priorRatePct": 94.9,
      "categoryLabel": "Accounting"
    },
    {
      "name": "Amplitude",
      "slug": "amplitude",
      "cited": 2196,
      "checks": 2482,
      "ratePct": 88.5,
      "category": "analytics",
      "changePts": 3,
      "priorRatePct": 87.4,
      "categoryLabel": "Analytics"
    }
  ],
  "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": 17745,
      "checks": 56242,
      "engine": "ChatGPT",
      "ratePct": 31.6
    },
    {
      "cited": 23996,
      "checks": 70741,
      "engine": "Claude",
      "ratePct": 33.9
    },
    {
      "cited": 30306,
      "checks": 75589,
      "engine": "Copilot",
      "ratePct": 40.1
    },
    {
      "cited": 18140,
      "checks": 51068,
      "engine": "Gemini",
      "ratePct": 35.5
    },
    {
      "cited": 45525,
      "checks": 114913,
      "engine": "Perplexity",
      "ratePct": 39.6
    }
  ],
  "mostDisputed": [
    {
      "slug": "expense-management",
      "label": "Expense Management",
      "disagreement": 41
    },
    {
      "slug": "email-marketing",
      "label": "Email Marketing",
      "disagreement": 35
    },
    {
      "slug": "accounts-payable",
      "label": "Accounts Payable",
      "disagreement": 29
    },
    {
      "slug": "helpdesk",
      "label": "Helpdesk",
      "disagreement": 28
    },
    {
      "slug": "crypto-exchanges",
      "label": "Crypto Exchanges",
      "disagreement": 23
    },
    {
      "slug": "ai-visibility",
      "label": "AI Visibility & GEO",
      "disagreement": 21
    },
    {
      "slug": "e-signature",
      "label": "E-Signature",
      "disagreement": 17
    },
    {
      "slug": "analytics",
      "label": "Analytics",
      "disagreement": 16
    },
    {
      "slug": "invoicing-software",
      "label": "Invoicing Software",
      "disagreement": 14
    },
    {
      "slug": "crm",
      "label": "CRM",
      "disagreement": 13
    }
  ]
}