{
  "id": "AIBD-0591",
  "title": "GrantRail demonstrates an AI-assisted education-grant portfolio concept",
  "summary": "GrantRail demonstrates intended AI support for education-grant decisions using synthetic data; its displayed portfolio figures are not real outcomes.",
  "date_observed": "2026-10-27",
  "date_basis": "source access",
  "date_precision": "day",
  "benefit_status": "intended",
  "source_collection": "AI Opportunity Inventory",
  "source_entry": "public-bank-row-8",
  "account": "GrantRail presents an education-philanthropy portfolio concept built with Airtable Omni. It demonstrates natural-language interactions for adding grantees, examining demand ratios, identifying sustainability risks, and updating milestones. The site explicitly says that its dashboards use synthetic data and do not report a live portfolio. Consequently, the displayed student counts, funding totals, return ratios, and demand changes cannot establish benefit. The proposed contribution is decision support for education funders; no realized allocation improvement or time saving was verified.",
  "category": "general benefit",
  "unexpected": false,
  "purpose": "The concept is intended to help education funders analyze portfolios and identify funding priorities.",
  "system": "GrantRail concept built in Airtable with Omni agentic intelligence",
  "model_version": null,
  "developer": "GrantRail / Christian Houghton",
  "deployer": null,
  "location": null,
  "domain": "Education philanthropy and grant allocation",
  "segment": null,
  "benefit_type": "Improved Organizational Efficiency",
  "taxonomy_note": null,
  "registry_ids": {},
  "ratings": [
    {
      "group": "organizational",
      "depth": null,
      "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
    }
  ],
  "ai_role": {
    "status": "assessed",
    "statement": "Airtable Omni supplies a proposed natural-language and analytical interface for grant portfolios. Demonstration data do not establish improved funding decisions or AI-caused outcomes."
  },
  "evidence": [
    {
      "kind": "report",
      "citation": "GrantRail - Measure conditions, not only outputs. Undated. https://grantrail.org/. Accessed October 27, 2026.",
      "title": "GrantRail - Measure conditions, not only outputs",
      "url": "https://grantrail.org/",
      "date": null,
      "written_by": "makers",
      "quote": null
    }
  ],
  "replication": {
    "produced_by": [
      "Airtable Omni supports a concept demonstration using synthetic portfolio data."
    ],
    "must_hold": [
      "Real portfolio data and a defined decision-quality or time comparison are needed to evaluate the intended benefit."
    ],
    "echoes": []
  },
  "paired_incident": null,
  "headline": "GrantRail demonstrates AI support for grant decisions",
  "metric": null,
  "comparator": null,
  "later": {
    "status": "unknown",
    "date": null,
    "note": "Subsequent deployment and benefit outcomes have not been established by the reviewed sources.",
    "quote": null,
    "url": null
  },
  "value": null,
  "developer_country": "United States",
  "deployer_country": null,
  "unrated_because": "The reviewed sources do not support a numerical benefit-depth assessment.",
  "brief_notes": null,
  "brief": null,
  "revisions": [
    {
      "date": "2026-10-27",
      "change": "Added the case from reviewed public sources, with source lineage and limits on benefit claims.",
      "source": "https://grantrail.org/",
      "editor": "AIBD"
    }
  ],
  "confidence": "claimed",
  "shade": "low",
  "claim_status": "The makers' claim",
  "claim_basis": "Sources: the makers' report. The cited evidence includes no independent source and no finding by a regulator or court.",
  "profile": {
    "case_id": "AIBD-0591",
    "catalog_version": "1.0.0",
    "source_fingerprint": "dc49dc6134de36dd6ed1cc593f07303ad650065551e951bc356d4960ac204c99",
    "collection_refs": [
      {
        "collection_id": "aibd",
        "version": "2026-10-25"
      }
    ],
    "source_ids": [
      "AIBD-0591-source-0001"
    ],
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        "state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
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        "record_ids": []
      },
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        "state": "not_assessed",
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        "record_ids": []
      },
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
        "record_ids": []
      }
    },
    "fields": {
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        "state": "value_present",
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            "developer": "GrantRail / Christian Houghton"
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "The submitter name and U.S. location are mapped from public raw-bank row 8; the product website does not independently establish them.",
          "record_fields": [
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            "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0&range=A8:O8"
          ]
        },
        "review_state": "record_mapped",
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      "actors[].ownership_control": {
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        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "Airtable Omni supplies a proposed natural-language and analytical interface for grant portfolios. Demonstration data do not establish improved funding decisions or AI-caused outcomes."
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
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            "AIBD-0591-source-0001"
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          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
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        "state": "value_present",
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            "category": "general benefit",
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              "status": "assessed",
              "statement": "Airtable Omni supplies a proposed natural-language and analytical interface for grant portfolios. Demonstration data do not establish improved funding decisions or AI-caused outcomes."
            }
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        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
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        },
        "review_state": "record_mapped",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "assessments[].display_confidence": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "claim_status": "The makers' claim",
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            "confidence": "low",
            "basis": "Sources: the makers' report. The cited evidence includes no independent source and no finding by a regulator or court.",
            "interpretation": "This label describes the supporting sources; it does not establish a beneficial causal effect.",
            "limitations": [
              "Undated page: access date is not the date of deployment or observed benefit.",
              "Exclude all synthetic dashboard numbers from real-outcome metrics.",
              "The original submission's projected percentage gains remain forecasts."
            ]
          }
        },
        "provenance": {
          "kind": "derivation",
          "basis": "Derived the displayed confidence from the reviewed retained evidence; benefit magnitude remains separate.",
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            "AIBD-0591-source-0001"
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          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
        "coverage": "partial"
      },
      "assessments[].rationale": {
        "state": "value_present",
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          "kind": "record_fields",
          "fields": {
            "ratings": [
              {
                "group": "organizational",
                "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
              }
            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
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        },
        "review_state": "record_mapped",
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      },
      "assessments[].rubric_version": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "assessments[].status_basis": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "answer": "Intended benefits. The depths describe their intended extent.",
            "status": "intended"
          }
        },
        "provenance": {
          "kind": "legacy_record",
          "basis": "Existing benefit_status classification; no new source review.",
          "record_fields": [
            "benefit_status"
          ],
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        },
        "review_state": "record_mapped",
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      },
      "assessments[].target": {
        "state": "value_present",
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          "kind": "record_fields",
          "fields": {
            "ratings": [
              {
                "group": "organizational",
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            ]
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        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
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        },
        "review_state": "record_mapped",
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      },
      "availability": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "brief": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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      },
      "case_kind": {
        "state": "not_assessed",
        "review_state": "not_assessed",
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      },
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        "state": "not_assessed",
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              {
                "claim_id": "AIBD-0591-claim-0001",
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                  {
                    "source_ref": "AIBD-0591-source-0001",
                    "supports_benefit": true,
                    "contributions": [
                      "First-party concept demonstration, AI functions, and explicit synthetic-data disclaimer."
                    ],
                    "locators": [
                      "AI integration; synthetic-data statement beneath the dashboard; Portfolio summary disclaimer; The goal."
                    ]
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                ]
              }
            ]
          }
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Mapped sources to the supported claim components and retained contextual sources without counting them as benefit corroboration.",
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              "Undated page: access date is not the date of deployment or observed benefit.",
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        "review_state": "reviewed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
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        "family": "institutional decisions"
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        "state": "not_assessed",
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        "family": "institutional decisions"
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        "state": "not_assessed",
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        "state": "value_present",
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          "kind": "text",
          "text": "concept demonstration"
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        "review_state": "reviewed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "family": "monetary observations"
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      "economics[].gross_net": {
        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "family": "monetary observations"
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        "state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial",
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        "state": "not_assessed",
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        "family": "evaluations"
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        "state": "not_assessed",
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        "coverage": "partial",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "state": "not_assessed",
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        "provenance": {
          "kind": "curatorial",
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        "review_state": "record_mapped",
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      "human_oversight": {
        "state": "not_assessed",
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        "review_state": "record_mapped",
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      "infrastructure_dependencies[]": {
        "state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
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        "state": "value_present",
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          "kind": "record_fields",
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            "benefit_type": "Improved Organizational Efficiency"
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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        },
        "review_state": "record_mapped",
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      },
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        "state": "value_present",
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          "kind": "text",
          "text": "GrantRail presents an education-philanthropy portfolio concept built with Airtable Omni. It demonstrates natural-language interactions for adding grantees, examining demand ratios, identifying sustainability risks, and updating milestones. The site explicitly says that its dashboards use synthetic data and do not report a live portfolio. Consequently, the displayed student counts, funding totals, return ratios, and demand changes cannot establish benefit. The proposed contribution is decision support for education funders; no realized allocation improvement or time saving was verified."
        },
        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
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          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "outcomes[].distribution": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
      },
      "outcomes[].stakeholder_group": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "ratings": [
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                "group": "organizational",
                "reason": "The reviewed material does not establish the magnitude of a benefit for this group."
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            ]
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
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        },
        "review_state": "record_mapped",
        "coverage": "partial"
      },
      "outcomes[].status": {
        "state": "value_present",
        "value": {
          "kind": "text",
          "text": "intended"
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        "provenance": {
          "kind": "source_review",
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        "provenance": {
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            "chronology_source": {
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              "qualification": "Source access date; the source does not supply an event or publication date."
            }
          }
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        "provenance": {
          "kind": "source_review",
          "basis": "Distinguished publication, event, and access chronology; no date is silently promoted to an observed benefit date.",
          "record_fields": [],
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            "https://grantrail.org/"
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          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
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      "replication.attempts[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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      "replication.conditions": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "replication": {
              "produced_by": [
                "Airtable Omni supports a concept demonstration using synthetic portfolio data."
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              "must_hold": [
                "Real portfolio data and a defined decision-quality or time comparison are needed to evaluate the intended benefit."
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              "echoes": []
            }
          }
        },
        "provenance": {
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          "record_fields": [
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        "review_state": "record_mapped",
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                "date": "2026-10-27",
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        "provenance": {
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          "record_fields": [
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        "review_state": "record_mapped",
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      "sector": {
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          "kind": "record_fields",
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            "domain": "Education philanthropy and grant allocation"
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        },
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      "sources[].citation_locator": {
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                  "AI integration; synthetic-data statement beneath the dashboard; Portfolio summary disclaimer; The goal."
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            ],
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              "AIBD-0591-source-0001"
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            "access_limitations": [],
            "limitations": [
              "Undated page: access date is not the date of deployment or observed benefit.",
              "Exclude all synthetic dashboard numbers from real-outcome metrics.",
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            "deployment_stage": "concept demonstration",
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            "lead_provenance": {
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          "reviewed_on": "2026-10-27"
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        "coverage": "partial",
        "family": "strategic assessments"
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          "text": "GrantRail demonstrates intended AI support for education-grant decisions using synthetic data; its displayed portfolio figures are not real outcomes."
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          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
        "coverage": "complete"
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        "coverage": "partial"
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        "review_state": "not_assessed",
        "coverage": "partial"
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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      "systems[].model_name": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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      "systems[].product_name": {
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        "value": {
          "kind": "text",
          "text": "GrantRail concept built in Airtable with Omni agentic intelligence"
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        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
          "record_fields": [],
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          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
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      "systems[].provider": {
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        "review_state": "not_assessed",
        "coverage": "partial"
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      "taxonomy_crosswalks[]": {
        "state": "not_assessed",
        "review_state": "not_assessed",
        "coverage": "partial"
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      "title": {
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        "value": {
          "kind": "text",
          "text": "GrantRail demonstrates an AI-assisted education-grant portfolio concept"
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          "source_refs": [
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          "reviewed_on": "2026-10-27"
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          "kind": "derivation",
          "basis": "Computed the version from the normalized current core record.",
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          "source_refs": [],
          "reviewed_on": "2026-10-27"
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        "review_state": "reviewed",
        "coverage": "complete"
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      "workflow": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "account": "GrantRail presents an education-philanthropy portfolio concept built with Airtable Omni. It demonstrates natural-language interactions for adding grantees, examining demand ratios, identifying sustainability risks, and updating milestones. The site explicitly says that its dashboards use synthetic data and do not report a live portfolio. Consequently, the displayed student counts, funding totals, return ratios, and demand changes cannot establish benefit. The proposed contribution is decision support for education funders; no realized allocation improvement or time saving was verified.",
            "replication": {
              "produced_by": [
                "Airtable Omni supports a concept demonstration using synthetic portfolio data."
              ],
              "must_hold": [
                "Real portfolio data and a defined decision-quality or time comparison are needed to evaluate the intended benefit."
              ],
              "echoes": []
            }
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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          ],
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        },
        "review_state": "record_mapped",
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    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 34,
      "reviewed": 19,
      "reviewed_complete": 18,
      "reviewed_partial": 1,
      "record_mapped": 15,
      "review_not_assessed": 57,
      "not_assessed": 57,
      "complete": false,
      "by_state": {
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        "not_reported": 0,
        "unresolved": 0,
        "not_assessed": 57,
        "not_applicable": 0,
        "withheld": 0,
        "source_unavailable": 0
      }
    }
  }
}