{
  "generated_on": "2026-07-31",
  "aggregate_queried_at": "2026-07-31T19:12:47.495332+00:00",
  "output_type": "Title-screened observed business-jet supply tracker; no demand ranking.",
  "collector_active_business_jet_listing_rows": 1433,
  "collector_mapped_family_or_model_groups": 91,
  "collector_mapped_buyer_signal_events": 11,
  "demand_eligible_families": 0,
  "public_family_rows": 50,
  "public_title_screened_supply_rows": 648,
  "direct_family_title_match_rows": 342,
  "via_linked_model_title_match_rows": 306,
  "taxonomy_review_or_exclusion_rows": 785,
  "rows_without_normalized_family": 67,
  "manufacturer_title_mismatch_rows": 342,
  "family_and_model_title_mismatch_rows": 351,
  "family_model_relationship_conflict_rows": 288,
  "brand_manufacturer_conflict_rows": 149,
  "non_business_jet_category_warning_rows": 5,
  "sold_flag_conflict_rows": 61,
  "duplicate_flag_rows": 0,
  "buyer_signal_window_days": 90,
  "minimum_unique_buyers_per_published_family": 3,
  "minimum_active_listings_per_published_family": 3,
  "demand_published": false,
  "cadence": "Supply and aggregate demand are collected daily at 04:45 UTC; the journalist-facing title screen is reviewed weekly.",
  "source_tables": [
    "_gdb_dealer_listing",
    "_gdb_mkt_aircraft_listing",
    "_gdb_model",
    "_gdb_family",
    "_gdb_category",
    "_gdb_manufacturer",
    "_gdb_mkt_listing_inquiry",
    "_gdb_mkt_aircraft_wanted",
    "_gdb_mkt_saved_search"
  ],
  "privacy_rule": "Family-level demand is published only after the family has at least three unique buyers and three active listings. No family passed, so all family names and counts tied to sub-threshold demand are withheld.",
  "taxonomy_gate": "A supply row is counted only when it has a normalized family, the advert title confirms the linked manufacturer or a recognized brand, the title confirms either that family or its linked model, and the linked family and model names agree. Recognized brand/manufacturer conflicts, non-business-jet category warnings, sold-flag conflicts and duplicate-marked rows are excluded.",
  "limitations": [
    "The supply figures cover observed Sprinkle feeds, not the whole business-jet market.",
    "Title screening is conservative: it can exclude valid abbreviations, historical brands and variant names, and it is not a substitute for checking the source advert.",
    "A title-confirmed model inherits its normalized family relationship from Sprinkle; that database relationship can still require editorial correction.",
    "Active listings can become stale or be removed after the observation date.",
    "This edition publishes no buyer counts, demand scores, popularity ranking, price trend or completed-sale measure."
  ]
}
