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      "id": "q4",
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    {
      "id": "q5",
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      "id": "q7",
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        },
        {
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        },
        {
          "name": "defi SOLUTIONS",
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        },
        {
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        },
        {
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        },
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        },
        {
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        },
        {
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        },
        {
          "name": "Mortgage Cadence",
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        },
        {
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        },
        {
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        },
        {
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        },
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        },
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          }
        },
        {
          "name": "The Mortgage Office",
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        },
        {
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      ],
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      ]
    },
    {
      "id": "q10",
      "text": "Which loan origination platform fits a lender that funds commercial and specialty loans in house?",
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      "excluded_answers": 0,
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        },
        {
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        },
        {
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        },
        {
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        },
        {
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        },
        {
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        },
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        },
        {
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        },
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        },
        {
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        },
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        },
        {
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        {
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        },
        {
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        },
        {
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      ],
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        },
        {
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        },
        {
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        },
        {
          "engine": "Google AI Overviews",
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        },
        {
          "engine": "Google AI Mode",
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            "lower": 6.1,
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        }
      ]
    }
  ],
  "engines": [
    {
      "name": "ChatGPT",
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        "base": 30,
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        "upper": 11.4
      }
    },
    {
      "name": "Claude",
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    },
    {
      "name": "Perplexity",
      "named": {
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        "base": 30,
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      }
    },
    {
      "name": "Google AI Overviews",
      "named": {
        "count": 0,
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      }
    },
    {
      "name": "Google AI Mode",
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        "count": 1,
        "base": 30,
        "rate": 3.3,
        "lower": 0.6,
        "upper": 16.7
      }
    }
  ],
  "method": {
    "version": "v1.1",
    "engines": [
      "ChatGPT",
      "Claude",
      "Perplexity",
      "Google AI Overviews",
      "Google AI Mode"
    ],
    "repeats": 3,
    "questions_per_category": 10,
    "question_shapes": [
      "best option",
      "specific workflow",
      "top tools",
      "alternative",
      "buyer evaluation"
    ],
    "matching_rule": "index-intake-v1.1",
    "control_categories": [
      "crm",
      "construction-project-management"
    ],
    "run_configuration": "5 engines, 3 repeats, 10 fixed buyer questions, and one checked set.",
    "controls_run": false,
    "control_questions_count": 0
  },
  "capture_dates": [
    "2026-09-21"
  ],
  "capture_date_note": "Dates of the published source captures. The separately evidenced answer capture date is in answer_captured_on.",
  "exclusions": [],
  "exclusions_note": "0 target answers excluded; exact reasons are listed. No controls were run for this category.",
  "commissioned_engagement": false,
  "doi": "10.5281/zenodo.22907695",
  "license": "CC BY 4.0 with attribution to Broadcastwell",
  "citation_erratum": null,
  "downloads": {
    "release": "/data/release-2026-09.json",
    "csv": "/data/loan-origination-software-2026-09.csv"
  },
  "history": [],
  "framing": "Observed answers on stated dates, not a ranking. This is not a judgment of product quality."
}
