Canonical fields normalized
Sep 6, 2026 · 8:01 PM EDTStored listing details were standardized (Exterior color). Outcome: the current record is more consistent; market status and history were unchanged.
Show event evidence
{
"business_state_unchanged": true,
"changed_fields": [
"exterior_color"
],
"changed_from": "e38d58fc42a8add2c2c0b12c98eebeecda2c938ff428f0e5d6560de061acbf5f",
"commit_id": "1ecf9678-6917-40d2-93a7-18e79643428b",
"market_events_created": false,
"normalization_run_id": "fa22d37c-4fac-46bd-acfb-541b072ff624",
"normalization_version": "normalized-field-contract-v6-codex-color-contract"
}Independent listing reviewed
Sep 4, 2026 · 10:37 PM EDTIndependent listing reviewed was completed. Outcome: this VIN's protected history was updated; the complete event receipt is available below.
Show event evidence
{
"capture_sha256": "0261c1d844ff852d3730c43869fa2ff4ef39c390ea69b93036d9b261fd46bd2c",
"fields": {
"asking_price": 85268,
"browser_surface": "CODEX_IN_APP_BROWSER",
"captured_at": "Sep 4, 2026 · 10:36 PM EDT",
"exterior_color": "Nebula Gray Pearl",
"interior_color": "Black",
"listing_url": "https://www.cars.com/vehicledetail/bed03772-063d-4fab-b940-6de0d171ea0e/?sid=94847f91-c978-46fb-8268-f03ac8b38858",
"make": "Lexus",
"mileage": 9648,
"model": "GX 550",
"page_title": "Used 2024 Lexus GX 550 Luxury+",
"source_site": "CARS_COM",
"stock_number": "4044A",
"trim": "Luxury+",
"trim_model": "Used 2024 Lexus GX 550 Luxury+",
"year": 2024
},
"generation_id": "26b6daa0-c2e2-4712-becf-dcbd5c53d15c",
"outcome": "NON_TARGET_VALIDATED",
"previous_state": "NON_TARGET",
"session_id": "20260904",
"vin": "JTJVBCDX3R5027229"
}Source non-target classification
Sep 4, 2026 · 10:36 PM EDTClassified as non-target after an exact-VIN rendered listing identified the trim as Used 2024 Lexus GX 550 Luxury+. Outcome: this VIN was excluded from the qualifying market.
Show event evidence
{
"dealer_vdp_required": false,
"decision_path": "SOURCE_BOUND_NEGATIVE_FAST_PATH",
"fact_name": "trim",
"fact_value": "Used 2024 Lexus GX 550 Luxury+",
"from": "NON_TARGET",
"observation_id": "intake:observation:bfdc8cae682e636f068bd655",
"reason": "NON_TARGET_TRIM_SOURCE_OBSERVED",
"source": "USER_BROWSER_REVIEW",
"to": "NON_TARGET",
"vin": "JTJVBCDX3R5027229"
}VIN audit corrections applied
Sep 3, 2026 · 7:02 PM EDTVin audit corrections applied was completed. Outcome: this VIN's protected history was updated; the complete event receipt is available below.
Show event evidence
{
"actions": [
{
"action": "REPLACE",
"applied_value": 84388,
"confidence": "HIGH",
"current": 84490,
"evidence_source": "exact-VIN structured dealer/marketplace page",
"evidence_url": "https://www.mountairytoyota.com/used-Mount%2BAiry-2024-Lexus-GX%2B550-Luxury%2B-JTJVBCDX3R5027229",
"field": "asking_price",
"proposed": 84388,
"rationale": "Exact-VIN live structured value conflicts with the stored value."
},
{
"action": "BACKFILL",
"applied_value": "SUV",
"confidence": "HIGH",
"current": null,
"evidence_source": "exact-VIN structured dealer/marketplace page",
"evidence_url": "https://www.mountairytoyota.com/used-Mount%2BAiry-2024-Lexus-GX%2B550-Luxury%2B-JTJVBCDX3R5027229",
"field": "body_style",
"proposed": "SUV",
"rationale": "Exact-VIN live page supplies a missing structured field."
}
],
"audit_id": "production-vin-audit-20260903",
"business_state_unchanged": true,
"commit_id": "b8498192-8cd2-40e6-b329-b1741431670a",
"immutable_evidence_unchanged": true,
"queue_sha256": "468ed5208740c382fe361b13290f868e62ce48428f2a1009d52ca0e09db3c487"
}Canonical fields normalized
Sep 2, 2026 · 6:31 AM EDTStored listing details were standardized (Drivetrain). Outcome: the current record is more consistent; market status and history were unchanged.
Show event evidence
{
"business_state_unchanged": true,
"changed_fields": [
"drivetrain"
],
"changed_from": "162a5e91a6ae633becebc06f17de31c30355e7ffbe9b1741e87a15d6222548b7",
"commit_id": "e8a7a491-2db4-48f7-a93c-eb653fa226fc",
"market_events_created": false,
"normalization_run_id": "342e7219-5d7e-49f5-9f18-5e51e18222d5",
"normalization_version": "normalized-field-contract-v3"
}Canonical fields normalized
Sep 1, 2026 · 9:59 PM EDTStored listing details were standardized (Asking price, Dealer domain, Domain, Drivetrain, Make, Mileage, Model, Page title, Raw exterior color, Raw interior color, Trim, Vehicle and trim, Year). Outcome: the current record is more consistent; market status and history were unchanged.
Show event evidence
{
"business_state_unchanged": true,
"changed_fields": [
"asking_price",
"dealer_domain",
"domain",
"drivetrain",
"make",
"mileage",
"model",
"page_title",
"raw_exterior_color",
"raw_interior_color",
"trim",
"trim_model",
"year"
],
"changed_from": "e79a4a72b88f373453a53ebffb4b40209141ea5c4f641be6540b91883c270c0e",
"commit_id": "04973c5e-72ed-4628-b1ba-049e8ddaeb2a",
"market_events_created": false,
"normalization_run_id": "9b7754d0-e16f-4981-a66c-e56a1df8d4a3",
"normalization_version": "normalized-field-contract-v1"
}Availability changed
Aug 31, 2026 · 6:33 PM EDTListing availability was recorded as Available. Outcome: the current listing status was refreshed from verified dealer evidence.
Show event evidence
{
"ai_adjudication_id": null,
"commit_id": "5b5d4623-9d9e-48e8-9571-057b85a1b5df",
"from": null,
"generation_id": "c33ae4a1-68e3-479a-8665-5654ab796aaf",
"policy_decision_id": "71eb2a61-f61f-4d69-9170-1efc2d80c63b",
"to": "AVAILABLE"
}VDP changed
Aug 31, 2026 · 6:33 PM EDTVerified dealer listing page changed. Outcome: the record now points to the current exact-VIN dealer page.
Show event evidence
{
"ai_adjudication_id": null,
"commit_id": "5b5d4623-9d9e-48e8-9571-057b85a1b5df",
"from": null,
"generation_id": "c33ae4a1-68e3-479a-8665-5654ab796aaf",
"policy_decision_id": "71eb2a61-f61f-4d69-9170-1efc2d80c63b",
"to": "https://www.mountairytoyota.com/used-Mount%2BAiry-2024-Lexus-GX%2B550-Luxury%2B-JTJVBCDX3R5027229"
}Price changed
Aug 31, 2026 · 6:33 PM EDTVerified asking price changed from Not captured to $84,490. Outcome: the tracker now reflects the current dealer price.
Show event evidence
{
"ai_adjudication_id": null,
"commit_id": "5b5d4623-9d9e-48e8-9571-057b85a1b5df",
"from": null,
"generation_id": "c33ae4a1-68e3-479a-8665-5654ab796aaf",
"policy_decision_id": "71eb2a61-f61f-4d69-9170-1efc2d80c63b",
"to": "84490"
}Lifecycle transition
Aug 31, 2026 · 6:33 PM EDTStatus established as Non target. Outcome: it is excluded from the qualifying market and will not be processed as an active listing. Reason: Non target trim.
Show event evidence
{
"ai_adjudication_id": null,
"commit_id": "5b5d4623-9d9e-48e8-9571-057b85a1b5df",
"from": null,
"generation_id": "c33ae4a1-68e3-479a-8665-5654ab796aaf",
"policy_decision_id": "71eb2a61-f61f-4d69-9170-1efc2d80c63b",
"reason": "NON_TARGET_TRIM",
"to": "NON_TARGET"
}