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      "amount": 1182971.54,
      "positiveAmount": 1182971.54,
      "negativeAmount": 0
    },
    {
      "period": "Apr-Jun 2025",
      "label": "Google-labeled rows (not an AI measure)",
      "count": 383,
      "negativeRows": 1,
      "amount": 70330.17,
      "positiveAmount": 70331.04,
      "negativeAmount": -0.87
    },
    {
      "period": "Apr-Jun 2025",
      "label": "Microsoft-labeled rows (not an AI measure)",
      "count": 7,
      "negativeRows": 1,
      "amount": 311.74,
      "positiveAmount": 1265.21,
      "negativeAmount": -953.47
    },
    {
      "period": "Jul-Sep 2025",
      "label": "Google-labeled rows (not an AI measure)",
      "count": 352,
      "negativeRows": 1,
      "amount": 49024.01,
      "positiveAmount": 49043.07,
      "negativeAmount": -19.06
    },
    {
      "period": "Jul-Sep 2025",
      "label": "Microsoft-labeled rows (not an AI measure)",
      "count": 8,
      "negativeRows": 0,
      "amount": 274.13,
      "positiveAmount": 274.13,
      "negativeAmount": 0
    },
    {
      "period": "Oct-Dec 2025",
      "label": "Google-labeled rows (not an AI measure)",
      "count": 225,
      "negativeRows": 1,
      "amount": 37945.9,
      "positiveAmount": 37946.18,
      "negativeAmount": -0.28
    },
    {
      "period": "Oct-Dec 2025",
      "label": "Microsoft-labeled rows (not an AI measure)",
      "count": 2,
      "negativeRows": 0,
      "amount": 108.86,
      "positiveAmount": 108.86,
      "negativeAmount": 0
    },
    {
      "period": "Jan-Mar 2026",
      "label": "Google-labeled rows (not an AI measure)",
      "count": 468,
      "negativeRows": 5,
      "amount": 208946.06,
      "positiveAmount": 209185.07,
      "negativeAmount": -239.01
    },
    {
      "period": "Jan-Mar 2026",
      "label": "Microsoft-labeled rows (not an AI measure)",
      "count": 11,
      "negativeRows": 0,
      "amount": 1004909.8,
      "positiveAmount": 1004909.8,
      "negativeAmount": 0
    },
    {
      "period": "Apr-Jun 2026",
      "label": "Google-labeled rows (not an AI measure)",
      "count": 489,
      "negativeRows": 1,
      "amount": 175503.69,
      "positiveAmount": 175564.49,
      "negativeAmount": -60.8
    },
    {
      "period": "Apr-Jun 2026",
      "label": "Microsoft-labeled rows (not an AI measure)",
      "count": 8,
      "negativeRows": 0,
      "amount": 95.15,
      "positiveAmount": 95.15,
      "negativeAmount": 0
    }
  ],
  "platformGroupsByPeriod": [
    {
      "period": "Jan-Mar 2025",
      "label": "Google: other labeled purchases",
      "count": 234,
      "negativeRows": 0,
      "amount": 19729.33,
      "positiveAmount": 19729.33,
      "negativeAmount": 0
    },
    {
      "period": "Jan-Mar 2025",
      "label": "Google: Workspace / G Suite",
      "count": 69,
      "negativeRows": 0,
      "amount": 17552.47,
      "positiveAmount": 17552.47,
      "negativeAmount": 0
    },
    {
      "period": "Jan-Mar 2025",
      "label": "Microsoft: all labeled purchases",
      "count": 11,
      "negativeRows": 0,
      "amount": 1182971.54,
      "positiveAmount": 1182971.54,
      "negativeAmount": 0
    },
    {
      "period": "Jan-Mar 2025",
      "label": "Google: advertising",
      "count": 53,
      "negativeRows": 2,
      "amount": 33436.11,
      "positiveAmount": 33469.99,
      "negativeAmount": -33.88
    },
    {
      "period": "Apr-Jun 2025",
      "label": "Google: other labeled purchases",
      "count": 239,
      "negativeRows": 0,
      "amount": 17590.69,
      "positiveAmount": 17590.69,
      "negativeAmount": 0
    },
    {
      "period": "Apr-Jun 2025",
      "label": "Microsoft: all labeled purchases",
      "count": 7,
      "negativeRows": 1,
      "amount": 311.74,
      "positiveAmount": 1265.21,
      "negativeAmount": -953.47
    },
    {
      "period": "Apr-Jun 2025",
      "label": "Google: Workspace / G Suite",
      "count": 76,
      "negativeRows": 0,
      "amount": 20987.79,
      "positiveAmount": 20987.79,
      "negativeAmount": 0
    },
    {
      "period": "Apr-Jun 2025",
      "label": "Google: advertising",
      "count": 68,
      "negativeRows": 1,
      "amount": 31751.69,
      "positiveAmount": 31752.56,
      "negativeAmount": -0.87
    },
    {
      "period": "Jul-Sep 2025",
      "label": "Google: other labeled purchases",
      "count": 238,
      "negativeRows": 1,
      "amount": 16308.46,
      "positiveAmount": 16327.52,
      "negativeAmount": -19.06
    },
    {
      "period": "Jul-Sep 2025",
      "label": "Google: Workspace / G Suite",
      "count": 76,
      "negativeRows": 0,
      "amount": 17693.01,
      "positiveAmount": 17693.01,
      "negativeAmount": 0
    },
    {
      "period": "Jul-Sep 2025",
      "label": "Microsoft: all labeled purchases",
      "count": 8,
      "negativeRows": 0,
      "amount": 274.13,
      "positiveAmount": 274.13,
      "negativeAmount": 0
    },
    {
      "period": "Jul-Sep 2025",
      "label": "Google: advertising",
      "count": 38,
      "negativeRows": 0,
      "amount": 15022.54,
      "positiveAmount": 15022.54,
      "negativeAmount": 0
    },
    {
      "period": "Oct-Dec 2025",
      "label": "Google: other labeled purchases",
      "count": 150,
      "negativeRows": 0,
      "amount": 13640.34,
      "positiveAmount": 13640.34,
      "negativeAmount": 0
    },
    {
      "period": "Oct-Dec 2025",
      "label": "Google: Workspace / G Suite",
      "count": 38,
      "negativeRows": 0,
      "amount": 8317.05,
      "positiveAmount": 8317.05,
      "negativeAmount": 0
    },
    {
      "period": "Oct-Dec 2025",
      "label": "Google: advertising",
      "count": 37,
      "negativeRows": 1,
      "amount": 15988.51,
      "positiveAmount": 15988.79,
      "negativeAmount": -0.28
    },
    {
      "period": "Oct-Dec 2025",
      "label": "Microsoft: all labeled purchases",
      "count": 2,
      "negativeRows": 0,
      "amount": 108.86,
      "positiveAmount": 108.86,
      "negativeAmount": 0
    },
    {
      "period": "Jan-Mar 2026",
      "label": "Google: other labeled purchases",
      "count": 221,
      "negativeRows": 2,
      "amount": 15236.38,
      "positiveAmount": 15434.73,
      "negativeAmount": -198.35
    },
    {
      "period": "Jan-Mar 2026",
      "label": "Google: Workspace / G Suite",
      "count": 77,
      "negativeRows": 0,
      "amount": 31484.45,
      "positiveAmount": 31484.45,
      "negativeAmount": 0
    },
    {
      "period": "Jan-Mar 2026",
      "label": "Microsoft: all labeled purchases",
      "count": 11,
      "negativeRows": 0,
      "amount": 1004909.8,
      "positiveAmount": 1004909.8,
      "negativeAmount": 0
    },
    {
      "period": "Jan-Mar 2026",
      "label": "Google: advertising",
      "count": 170,
      "negativeRows": 3,
      "amount": 162225.23,
      "positiveAmount": 162265.89,
      "negativeAmount": -40.66
    },
    {
      "period": "Apr-Jun 2026",
      "label": "Google: other labeled purchases",
      "count": 250,
      "negativeRows": 0,
      "amount": 15283.39,
      "positiveAmount": 15283.39,
      "negativeAmount": 0
    },
    {
      "period": "Apr-Jun 2026",
      "label": "Google: Workspace / G Suite",
      "count": 79,
      "negativeRows": 0,
      "amount": 23821.12,
      "positiveAmount": 23821.12,
      "negativeAmount": 0
    },
    {
      "period": "Apr-Jun 2026",
      "label": "Microsoft: all labeled purchases",
      "count": 8,
      "negativeRows": 0,
      "amount": 95.15,
      "positiveAmount": 95.15,
      "negativeAmount": 0
    },
    {
      "period": "Apr-Jun 2026",
      "label": "Google: advertising",
      "count": 160,
      "negativeRows": 1,
      "amount": 136399.18,
      "positiveAmount": 136459.98,
      "negativeAmount": -60.8
    }
  ],
  "platformMethod": {
    "attribution": "No portion of these broad platform amounts is assigned to AI. Missing AI-specific costs are unknown, not zero.",
    "scope": "DETAIL rows naming Microsoft, Google, GSuite or G Suite in vendor or description text, excluding payroll and benefits. Reseller purchases without these names are not captured.",
    "grouping": "Microsoft labels form one group. Within Google labels, ADVERTISEMENTS descriptions or Google ADS merchant labels take precedence, followed by Workspace/GSuite/G Suite, then other labels (including Google One, Cloud, YouTube and Nest).",
    "overlap": "Platform context is separate from the named-product series. Never add the two series to estimate total AI spending; a future row may match both.",
    "transactions": "house-platform-spending-transactions.csv"
  },
  "rules": [
    {
      "category": "OpenAI / ChatGPT",
      "pattern": "\\b(?:OPENAI|CHATGPT)\\b",
      "flags": "i"
    },
    {
      "category": "Anthropic / Claude",
      "pattern": "\\bANTHROPIC\\b|\\bCLAUDE(?:\\.AI|\\s+TEAM)\\b",
      "flags": "i"
    },
    {
      "category": "Otter.ai",
      "pattern": "\\bOTTER\\.AI\\b",
      "flags": "i"
    },
    {
      "category": "Descript",
      "pattern": "\\bDESCRIPT\\b",
      "flags": "i"
    },
    {
      "category": "xAI / Grok",
      "pattern": "\\b(?:XAI|GROK)\\b",
      "flags": "i"
    },
    {
      "category": "Other AI apps",
      "pattern": "\\b(?:PRESSKIT\\.AI|TURBOSCRIBE\\.AI|OPENART AI|LALAL\\.AI|AI CREATIVE STUDIO|PERPLEXITY|COPILOT)\\b",
      "flags": "i"
    }
  ],
  "comparisonToJuneReport": {
    "url": "https://popvox.com/reports/ai_expenditures_Jun2026/",
    "amount": 156692.88,
    "rows": 1140,
    "periods": [
      "Jan-Mar 2025",
      "Apr-Jun 2025",
      "Jul-Sep 2025",
      "Oct-Dec 2025",
      "Jan-Mar 2026"
    ],
    "status": "All five quarterly amounts/counts and category totals reproduced exactly"
  },
  "limitations": [
    "Named-product matches in vendor names and descriptions are a limited view of purchases, not a count of users, licenses or total AI use.",
    "Sum DETAIL rows only. Signed amounts retain refunds and adjustments; rows are not deduplicated by vendor/date/amount because repeated charges can be legitimate.",
    "Quarters refer to the source publication. Transaction and performance dates can precede the publication quarter. Do not treat these sums as quarterly usage or recurring run rates.",
    "Microsoft and Google amounts are shown separately and are not attributed to Copilot or Gemini. Bundled, centrally purchased and free tools may be invisible.",
    "Office groups are inferred from reported organization names. Name variants and reporting-year changes do not establish distinct offices or people.",
    "Source vendor IDs may identify a payment intermediary such as Citibank rather than the AI provider. The product classification uses the reported merchant text.",
    "Date fields are preserved as reported and can contain errors, including inconsistent year formats. No inferred correction or allocation by service date is applied.",
    "The named-product list preserves the June 2026 report scope. Ambiguous OpenArt labels and other unlisted products are excluded; this is not an exhaustive AI product inventory."
  ]
}