{
  "assessment": "GTM Healthcare Intelligence — written-amount follow-up",
  "label": "Self-initiated review of my own demo",
  "scopeNotice": "Follow-up to F04 only: written and numeric annual-revenue thresholds plus one malformed-quantity control. Original and quota-recheck evidence remain separate. All data is synthetic; this is not an independent audit or overall-accuracy benchmark. No app source was changed or deployed for this recheck.",
  "completedAt": "2026-10-26T19:01:53.728095+00:00",
  "displayDate": "October 26, 2026",
  "displayTimeEastern": "3:01 p.m.",
  "servingRevision": "a1ce674407d1b9b2f5dd6abef1ce11db9e838b44",
  "fixCommit": "65e1db584a479abbd10d6901525c6d817f519fbf",
  "fixSource": "https://github.com/kristenmartino/gtm-healthcare-intel/commit/65e1db584a479abbd10d6901525c6d817f519fbf",
  "fixtureSource": "https://github.com/kristenmartino/gtm-healthcare-intel/blob/a1ce674407d1b9b2f5dd6abef1ce11db9e838b44/lib/practice-scenario.mjs",
  "parserSource": "https://github.com/kristenmartino/gtm-healthcare-intel/blob/65e1db584a479abbd10d6901525c6d817f519fbf/lib/query-numbers.mjs",
  "testSource": "https://github.com/kristenmartino/gtm-healthcare-intel/blob/a1ce674407d1b9b2f5dd6abef1ce11db9e838b44/tests/quota-decimal.test.mjs",
  "originalEvidence": "/assessments/gtm-healthcare/verification.json",
  "quotaEvidence": "/assessments/gtm-healthcare/quota-recheck-2026-10-26.json",
  "method": "Two selected model-backed requests checked written and numeric forms. The comparison covers normalized threshold/operator, complete period, grouping, provider selection, calculated rows and displayed answer. Annual revenue was independently summed from monthly fixture values without the query engine. A third malformed-input request checked that no calculation ran. AI tools supported testing and analysis.",
  "independentExpectations": {
    "method": "Direct sum of the 12 monthly revenue values per provider; query engine not used.",
    "threshold": 1500000,
    "operator": "gte",
    "period": "January–December 2025",
    "rows": [
      {
        "name": "Lin",
        "provider": "Dr. Anya Lin",
        "revenue": 1482047
      },
      {
        "name": "Shah",
        "provider": "Dr. Priya Shah",
        "revenue": 1318592
      },
      {
        "name": "Singh",
        "provider": "Dr. Maya Singh",
        "revenue": 1592362
      },
      {
        "name": "Brooks",
        "provider": "Dr. Devon Brooks",
        "revenue": 1180995
      },
      {
        "name": "Yamamoto",
        "provider": "Dr. Hana Yamamoto",
        "revenue": 1384797
      }
    ],
    "matchingRows": [
      {
        "name": "Singh",
        "provider": "Dr. Maya Singh",
        "revenue": 1592362
      }
    ]
  },
  "assertions": {
    "thresholdsMatch": true,
    "operatorsMatch": true,
    "periodAndGroupingMatch": true,
    "providerRowsAndAmountsMatch": true,
    "displayedAnswersIdentical": true,
    "malformedQuantityRequestsClarification": true,
    "malformedQuantityToolCalls": 0
  },
  "cases": [
    {
      "case": "written",
      "question": "Which providers had at least one point five million in revenue in 2025?",
      "startedAt": "2026-10-26T19:01:42.240680+00:00",
      "completedAt": "2026-10-26T19:01:47.014594+00:00",
      "status": 200,
      "source": "validated-query",
      "text": "Period: Jan–Dec 2025.\nRevenue:\nSingh: $1,592,362\nFilter after aggregation: Revenue ≥ $1,500,000.",
      "toolCallCount": 1,
      "results": [
        {
          "metric": "revenue",
          "months": [
            0,
            1,
            2,
            3,
            4,
            5,
            6,
            7,
            8,
            9,
            10,
            11
          ],
          "providers": [],
          "groupBy": [
            "provider"
          ],
          "predicate": {
            "metric": "revenue",
            "operator": "gte",
            "value": 1500000
          },
          "rows": [
            {
              "name": "Singh",
              "dimensions": {
                "provider": "Singh"
              },
              "revenue": 1592362
            }
          ]
        }
      ]
    },
    {
      "case": "numeric",
      "question": "Which providers had at least $1.5M in revenue in 2025?",
      "startedAt": "2026-10-26T19:01:48.115880+00:00",
      "completedAt": "2026-10-26T19:01:52.360370+00:00",
      "status": 200,
      "source": "validated-query",
      "text": "Period: Jan–Dec 2025.\nRevenue:\nSingh: $1,592,362\nFilter after aggregation: Revenue ≥ $1,500,000.",
      "toolCallCount": 1,
      "results": [
        {
          "metric": "revenue",
          "months": [
            0,
            1,
            2,
            3,
            4,
            5,
            6,
            7,
            8,
            9,
            10,
            11
          ],
          "providers": [],
          "groupBy": [
            "provider"
          ],
          "predicate": {
            "metric": "revenue",
            "operator": "gte",
            "value": 1500000
          },
          "rows": [
            {
              "name": "Singh",
              "dimensions": {
                "provider": "Singh"
              },
              "revenue": 1592362
            }
          ]
        }
      ]
    },
    {
      "case": "malformed",
      "question": "Which providers had at least one point five point six million in revenue in 2025?",
      "startedAt": "2026-10-26T19:01:53.462033+00:00",
      "completedAt": "2026-10-26T19:01:53.728042+00:00",
      "status": 200,
      "source": "query-clarification",
      "text": "Please clarify the complete numeric quantity, including its decimal and scale. No calculation was run.",
      "toolCallCount": 0,
      "results": []
    }
  ],
  "rawResponses": {
    "written": {
      "source": "validated-query",
      "content": [
        {
          "type": "text",
          "text": "Period: Jan–Dec 2025.\nRevenue:\nSingh: $1,592,362\nFilter after aggregation: Revenue ≥ $1,500,000."
        }
      ],
      "appliedScope": [
        "Query 1: Revenue.",
        "Period: Jan–Dec 2025.",
        "Providers: Lin, Shah, Singh, Brooks, Yamamoto.",
        "Grouping: provider.",
        "Filter after aggregation: Revenue ≥ $1,500,000."
      ],
      "calculationDetails": [
        {
          "title": "Revenue",
          "notes": [
            "Displayed values are rounded; calculations, filters and ties use unrounded values.",
            "Scope total before group filter: $6,958,793."
          ],
          "rows": [
            "Singh: $1,592,362"
          ]
        }
      ],
      "toolCalls": [
        {
          "id": "toolu_019SsqbWJCogcTzzjFKp3K6w",
          "name": "query_practice",
          "input": {
            "queries": [
              {
                "metric": "revenue",
                "months": [
                  0,
                  1,
                  2,
                  3,
                  4,
                  5,
                  6,
                  7,
                  8,
                  9,
                  10,
                  11
                ],
                "providers": [],
                "payers": [],
                "procedures": [],
                "groupBy": [
                  "provider"
                ],
                "predicate": {
                  "metric": "revenue",
                  "operator": "gte",
                  "value": 1500000
                },
                "ranking": {
                  "metric": "revenue",
                  "direction": "none",
                  "limit": 1,
                  "within": []
                }
              }
            ],
            "explain": false
          },
          "result": {
            "domain": "practice",
            "results": [
              {
                "metric": "revenue",
                "scope": [
                  "Period: Jan–Dec 2025.",
                  "Providers: Lin, Shah, Singh, Brooks, Yamamoto.",
                  "Grouping: provider.",
                  "Filter after aggregation: Revenue ≥ $1,500,000."
                ],
                "rows": [
                  {
                    "name": "Singh",
                    "dimensions": {
                      "provider": "Singh"
                    },
                    "revenue": 1592362
                  }
                ],
                "rankings": [],
                "scopeTotal": 6958793,
                "filtered": true,
                "notes": [],
                "query": {
                  "metric": "revenue",
                  "months": [
                    0,
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9,
                    10,
                    11
                  ],
                  "providers": [],
                  "payers": [],
                  "procedures": [],
                  "groupBy": [
                    "provider"
                  ],
                  "predicate": {
                    "metric": "revenue",
                    "operator": "gte",
                    "value": 1500000
                  },
                  "ranking": {
                    "metric": "revenue",
                    "direction": "none",
                    "limit": 1,
                    "within": []
                  }
                }
              }
            ],
            "explain": false
          }
        }
      ]
    },
    "numeric": {
      "source": "validated-query",
      "content": [
        {
          "type": "text",
          "text": "Period: Jan–Dec 2025.\nRevenue:\nSingh: $1,592,362\nFilter after aggregation: Revenue ≥ $1,500,000."
        }
      ],
      "appliedScope": [
        "Query 1: Revenue.",
        "Period: Jan–Dec 2025.",
        "Providers: Lin, Shah, Singh, Brooks, Yamamoto.",
        "Grouping: provider.",
        "Filter after aggregation: Revenue ≥ $1,500,000."
      ],
      "calculationDetails": [
        {
          "title": "Revenue",
          "notes": [
            "Displayed values are rounded; calculations, filters and ties use unrounded values.",
            "Scope total before group filter: $6,958,793."
          ],
          "rows": [
            "Singh: $1,592,362"
          ]
        }
      ],
      "toolCalls": [
        {
          "id": "toolu_012C6UyuCSyZmqegJhtWHJEN",
          "name": "query_practice",
          "input": {
            "queries": [
              {
                "metric": "revenue",
                "months": [
                  0,
                  1,
                  2,
                  3,
                  4,
                  5,
                  6,
                  7,
                  8,
                  9,
                  10,
                  11
                ],
                "providers": [],
                "payers": [],
                "procedures": [],
                "groupBy": [
                  "provider"
                ],
                "predicate": {
                  "metric": "revenue",
                  "operator": "gte",
                  "value": 1500000
                },
                "ranking": {
                  "metric": "revenue",
                  "direction": "none",
                  "limit": 1,
                  "within": []
                }
              }
            ],
            "explain": false
          },
          "result": {
            "domain": "practice",
            "results": [
              {
                "metric": "revenue",
                "scope": [
                  "Period: Jan–Dec 2025.",
                  "Providers: Lin, Shah, Singh, Brooks, Yamamoto.",
                  "Grouping: provider.",
                  "Filter after aggregation: Revenue ≥ $1,500,000."
                ],
                "rows": [
                  {
                    "name": "Singh",
                    "dimensions": {
                      "provider": "Singh"
                    },
                    "revenue": 1592362
                  }
                ],
                "rankings": [],
                "scopeTotal": 6958793,
                "filtered": true,
                "notes": [],
                "query": {
                  "metric": "revenue",
                  "months": [
                    0,
                    1,
                    2,
                    3,
                    4,
                    5,
                    6,
                    7,
                    8,
                    9,
                    10,
                    11
                  ],
                  "providers": [],
                  "payers": [],
                  "procedures": [],
                  "groupBy": [
                    "provider"
                  ],
                  "predicate": {
                    "metric": "revenue",
                    "operator": "gte",
                    "value": 1500000
                  },
                  "ranking": {
                    "metric": "revenue",
                    "direction": "none",
                    "limit": 1,
                    "within": []
                  }
                }
              }
            ],
            "explain": false
          }
        }
      ]
    },
    "malformed": {
      "source": "query-clarification",
      "content": [
        {
          "type": "text",
          "text": "Please clarify the complete numeric quantity, including its decimal and scale. No calculation was run."
        }
      ],
      "appliedScope": [],
      "toolCalls": []
    }
  },
  "targetedTests": {
    "command": "node --test tests/quota-decimal.test.mjs",
    "passed": 7,
    "failed": 0,
    "note": "Seven tests in the existing quota/threshold suite; not a general accuracy benchmark."
  },
  "unrechecked": "Source-disclosure, quarterly-ranking and no-show controls were not rechecked by these written-amount requests. The separate quota packet retains its own earlier October 26 scope."
}