Independent listing reviewed
Sep 4, 2026 · 11:05 PM EDTIndependent listing reviewed was completed. Outcome: this VIN's protected history was updated; the complete event receipt is available below.
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{
"capture_sha256": "d3cd13fe81db74fb35b791ade591ee3b4518a7ef7eb146543bafb471550a69e7",
"fields": {
"asking_price": 86547,
"browser_surface": "CODEX_IN_APP_BROWSER",
"captured_at": "Sep 4, 2026 · 11:02 PM EDT",
"dealer_vdp_hint": "https://www.lexusofknoxville.com/auto/preowned-2024-lexus-gx-550-knoxville-tn/124492560/?utm_medium=referral&utm_source=cars.com&utm_campaign=cars.com_VDP_deeplink&utm_csid=11fd4013-6c49-4252-af24-3c338af108a1",
"exterior_color": "Atomic Silver",
"interior_color": "Black",
"listing_url": "https://www.cars.com/vehicledetail/7d4adfd8-1dc1-4584-ad36-4cf442e3f815/?sid=94847f91-c978-46fb-8268-f03ac8b38858",
"make": "Lexus",
"mileage": 16189,
"model": "GX 550",
"page_title": "Used 2024 Lexus GX 550 Luxury",
"source_site": "CARS_COM",
"stock_number": "P12883",
"trim": "Luxury",
"trim_model": "Used 2024 Lexus GX 550 Luxury",
"year": 2024
},
"generation_id": "4f1b8a9e-e53a-40e0-8598-cf6f0c060102",
"outcome": "NON_TARGET_VALIDATED",
"previous_state": "NON_TARGET",
"session_id": "20260904",
"vin": "JTJVBCDX4R5009581"
}Source non-target classification
Sep 4, 2026 · 11:02 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.
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{
"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:f62356eff7ac49d37bc13635",
"reason": "NON_TARGET_TRIM_SOURCE_OBSERVED",
"source": "USER_BROWSER_REVIEW",
"to": "NON_TARGET",
"vin": "JTJVBCDX4R5009581"
}Canonical fields normalized
Sep 4, 2026 · 4:21 PM EDTStored listing details were standardized (Condition). Outcome: the current record is more consistent; market status and history were unchanged.
Show event evidence
{
"business_state_unchanged": true,
"changed_fields": [
"condition"
],
"changed_from": "c38583b89479580c5c10c6e7a8d0f81d43941639e1f6e059c812f9c7f7b2de39",
"commit_id": "a88498c4-b71d-471e-aa52-7728b0e49e6a",
"market_events_created": false,
"normalization_run_id": "b918362f-5112-409c-a676-ba66ab709a53",
"normalization_version": "normalized-field-contract-v4-no-condition"
}Canonical fields normalized
Sep 3, 2026 · 8:15 PM EDTStored listing details were standardized (Body style). Outcome: the current record is more consistent; market status and history were unchanged.
Show event evidence
{
"business_state_unchanged": true,
"changed_fields": [
"body_style"
],
"changed_from": "f09022a8aa30563250f7507a8ddb99bea31206252220aa21b4d1ab6860596df0",
"commit_id": "1a852dc0-860a-492f-9820-3cf3c0b16bde",
"market_events_created": false,
"normalization_run_id": "c2f1f3e1-478f-4957-95fc-f5fbcf981fbd",
"normalization_version": "normalized-field-contract-v3"
}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.
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{
"actions": [
{
"action": "BACKFILL",
"applied_value": "Used",
"confidence": "HIGH",
"current": null,
"evidence_source": "exact-VIN structured dealer/marketplace page",
"evidence_url": "https://www.fortmillhyundai.com/viewdetails/used/jtjvbcdx4r5009581/2024-lexus-gx-sport-utility",
"field": "condition",
"proposed": "Used",
"rationale": "Exact-VIN live page explicitly identifies the vehicle condition."
},
{
"action": "BACKFILL",
"applied_value": "Sport Utility",
"confidence": "HIGH",
"current": null,
"evidence_source": "exact-VIN structured dealer/marketplace page",
"evidence_url": "https://www.fortmillhyundai.com/viewdetails/used/jtjvbcdx4r5009581/2024-lexus-gx-sport-utility",
"field": "body_style",
"proposed": "Sport Utility",
"rationale": "Exact-VIN live page supplies a missing structured field."
}
],
"audit_id": "production-vin-audit-20260903",
"business_state_unchanged": true,
"commit_id": "139350c9-bf31-48a1-8660-d163e3029f3e",
"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": "268ce50487b7dac713faf0ba7fdd0fe246568556e433cc29ec5ee1e57f7cc6c7",
"commit_id": "6ec9d457-7e0a-4679-932c-5844d82910ee",
"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, Condition, 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",
"condition",
"dealer_domain",
"domain",
"drivetrain",
"make",
"mileage",
"model",
"page_title",
"raw_exterior_color",
"raw_interior_color",
"trim",
"trim_model",
"year"
],
"changed_from": "eab3cbd15c35e5eb972442a112fb43395be754f15566a3084cf011afd7b2c15d",
"commit_id": "0fcea823-4ae1-4f16-a594-81bb8a49b451",
"market_events_created": false,
"normalization_run_id": "9b7754d0-e16f-4981-a66c-e56a1df8d4a3",
"normalization_version": "normalized-field-contract-v1"
}Availability changed
Aug 29, 2026 · 5:13 PM EDTListing availability was recorded as Available. Outcome: the current listing status was refreshed from verified dealer evidence.
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{
"ai_adjudication_id": null,
"commit_id": "44ebda1f-c909-4d5c-90a2-a6b8079268c8",
"from": null,
"generation_id": "78c95862-3d5f-410b-b2de-68003a4cd30d",
"policy_decision_id": "8d2d8d53-c832-4ac3-835c-de8eb0a35876",
"to": "AVAILABLE"
}VDP changed
Aug 29, 2026 · 5:13 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": "44ebda1f-c909-4d5c-90a2-a6b8079268c8",
"from": null,
"generation_id": "78c95862-3d5f-410b-b2de-68003a4cd30d",
"policy_decision_id": "8d2d8d53-c832-4ac3-835c-de8eb0a35876",
"to": "https://www.fortmillhyundai.com/viewdetails/used/jtjvbcdx4r5009581/2024-lexus-gx-sport-utility"
}Price changed
Aug 29, 2026 · 5:13 PM EDTVerified asking price changed from Not captured to $86,547. Outcome: the tracker now reflects the current dealer price.
Show event evidence
{
"ai_adjudication_id": null,
"commit_id": "44ebda1f-c909-4d5c-90a2-a6b8079268c8",
"from": null,
"generation_id": "78c95862-3d5f-410b-b2de-68003a4cd30d",
"policy_decision_id": "8d2d8d53-c832-4ac3-835c-de8eb0a35876",
"to": "86547"
}Lifecycle transition
Aug 29, 2026 · 5:13 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": "44ebda1f-c909-4d5c-90a2-a6b8079268c8",
"from": null,
"generation_id": "78c95862-3d5f-410b-b2de-68003a4cd30d",
"policy_decision_id": "8d2d8d53-c832-4ac3-835c-de8eb0a35876",
"reason": "NON_TARGET_TRIM",
"to": "NON_TARGET"
}