Source non-target classification
Sep 8, 2026 · 9:34 PM EDTClassified as non-target after an exact-VIN rendered listing identified the trim as Used 2024 Lexus GX 550 Luxury For Sale $82,900. 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 For Sale $82,900",
"from": "NON_TARGET",
"observation_id": "intake:observation:0756674a366ba2f71a534a25",
"reason": "NON_TARGET_TRIM_SOURCE_OBSERVED",
"source": "SOURCE_URL_REVIEW",
"to": "NON_TARGET",
"vin": "JTJVBCDX7R5003855"
}Independent listing reviewed
Sep 4, 2026 · 10:29 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": "9ebfd1618e2df6980b30c460b851663e380ab28571f6c8a527db386241daf650",
"fields": {
"asking_price": 84911,
"browser_surface": "CODEX_IN_APP_BROWSER",
"captured_at": "Sep 4, 2026 · 10:27 PM EDT",
"dealer_vdp_hint": "https://www.northsidelexus.com/inventory/used-2024-lexus-gx-gx-550-luxury-four-wheel-drive-suv-jtjvbcdx7r5003855/?utm_medium=referral&utm_source=cars.com&utm_campaign=cars.com_VDP_deeplink&utm_csid=11fd4013-6c49-4252-af24-3c338af108a1",
"exterior_color": "Gray",
"interior_color": "Gray Nv",
"listing_url": "https://www.cars.com/vehicledetail/93c4852f-1e40-4a23-85e7-d2dfa0d397c4/?sid=94847f91-c978-46fb-8268-f03ac8b38858",
"make": "Lexus",
"mileage": 24667,
"model": "GX 550",
"page_title": "Used 2024 Lexus GX 550 Luxury",
"source_site": "CARS_COM",
"stock_number": "L36011A",
"trim": "Luxury",
"trim_model": "Used 2024 Lexus GX 550 Luxury",
"year": 2024
},
"generation_id": "08ef0f08-e84a-4460-8940-46e8e76b6dc8",
"outcome": "NON_TARGET_VALIDATED",
"previous_state": "NON_TARGET",
"session_id": "20260904",
"vin": "JTJVBCDX7R5003855"
}Source non-target classification
Sep 4, 2026 · 10:27 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:b58b1f5701f96539de7c70dd",
"reason": "NON_TARGET_TRIM_SOURCE_OBSERVED",
"source": "USER_BROWSER_REVIEW",
"to": "NON_TARGET",
"vin": "JTJVBCDX7R5003855"
}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": "e3d03a543d52ac3ef9eb1da29d31d7e7861c6ed59256f1563bce44d7a732a451",
"commit_id": "1f15145c-7676-4f35-b25d-281a147782ce",
"market_events_created": false,
"normalization_run_id": "b918362f-5112-409c-a676-ba66ab709a53",
"normalization_version": "normalized-field-contract-v4-no-condition"
}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": "cd98c7994dce6b611a3e93d1249a9f760568b3aefc1e50815f0a781e2f1352c4",
"commit_id": "5dfbc3ff-2abb-4daf-acd5-d7c70d87043e",
"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, Body style, Condition, Dealer domain, Domain, Drivetrain, Make, Mileage, Model, Page title, Raw exterior color, Raw interior color, Stock number, 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",
"body_style",
"condition",
"dealer_domain",
"domain",
"drivetrain",
"make",
"mileage",
"model",
"page_title",
"raw_exterior_color",
"raw_interior_color",
"stock_number",
"trim",
"trim_model",
"year"
],
"changed_from": "16ce02e714c6a7951b1cdcb770d209e59e54567d11a83bc3f90aa556e896d019",
"commit_id": "edd039e4-c310-40db-876c-a6eb44eaa7f2",
"market_events_created": false,
"normalization_run_id": "9b7754d0-e16f-4981-a66c-e56a1df8d4a3",
"normalization_version": "normalized-field-contract-v1"
}Availability changed
Aug 30, 2026 · 3:24 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": "98886328-1268-4943-a9a7-abca9cfd5fff",
"from": null,
"generation_id": "ccb048c3-c5b2-4f56-be76-2ceedef26477",
"policy_decision_id": "c23f2684-c580-4170-a098-eed487676584",
"to": "AVAILABLE"
}VDP changed
Aug 30, 2026 · 3:24 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": "98886328-1268-4943-a9a7-abca9cfd5fff",
"from": null,
"generation_id": "ccb048c3-c5b2-4f56-be76-2ceedef26477",
"policy_decision_id": "c23f2684-c580-4170-a098-eed487676584",
"to": "https://www.northsidelexus.com/inventory/used-2024-lexus-gx-gx-550-luxury-four-wheel-drive-suv-jtjvbcdx7r5003855/"
}Price changed
Aug 30, 2026 · 3:24 PM EDTVerified asking price changed from Not captured to $85,136. Outcome: the tracker now reflects the current dealer price.
Show event evidence
{
"ai_adjudication_id": null,
"commit_id": "98886328-1268-4943-a9a7-abca9cfd5fff",
"from": null,
"generation_id": "ccb048c3-c5b2-4f56-be76-2ceedef26477",
"policy_decision_id": "c23f2684-c580-4170-a098-eed487676584",
"to": "85136"
}Lifecycle transition
Aug 30, 2026 · 3:24 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": "98886328-1268-4943-a9a7-abca9cfd5fff",
"from": null,
"generation_id": "ccb048c3-c5b2-4f56-be76-2ceedef26477",
"policy_decision_id": "c23f2684-c580-4170-a098-eed487676584",
"reason": "NON_TARGET_TRIM",
"to": "NON_TARGET"
}