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69 predictions

51 red flags

	Timestamp	Session	VIN	Problem	Local Est.	AI Est.	Match	Flag	Feedback
	Mar 06, 2026 12:19	15f30c16-240...	3GNCJNSB9LL	Body & Underbody > Bumper Replacement	$0.00	$1,475.00	0.0%	Flag	No feedback
Session ID 15f30c16-2408-46dc-84ae-13d9a5641aec ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:19	5c704383-f04...	3GNCJNSB9LL	Body & Underbody > Bumper Cover Repair	$0.00	$1,050.00	0.0%	Flag	No feedback
Session ID 5c704383-f04d-47ab-b80c-f57bbac664a9 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:19	d414d86c-74a...	3GNCJNSB9LL	Body & Underbody > Body Structure Repair	$0.00	$4,100.00	0.0%	Flag	No feedback
Session ID d414d86c-74a3-4294-8499-f34a2ce2baa5 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:18	01a2245e-f3c...	3GNCJNSB9LL	Body & Underbody > Body Panel Replacement	$0.00	$1,450.00	0.0%	Flag	No feedback
Session ID 01a2245e-f3ca-4229-a1be-34fcffb21de3 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:18	96319e1b-1b1...	19XFC2F61KE	Body & Underbody > Bumper Cover Repair	$0.00	$790.00	0.0%	Flag	No feedback
Session ID 96319e1b-1b14-41b0-82d5-4fa66e19d0f3 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:17	acc1b0a2-cf4...	19XFC2F61KE	Body & Underbody > Body Structure Repair	$0.00	$4,800.00	0.0%	Flag	No feedback
Session ID acc1b0a2-cf46-4daf-aec1-0a02fa5a3faa ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:17	05efad0d-4ad...	19XFC2F61KE	Body & Underbody > Body Panel Replacement	$0.00	$1,345.00	0.0%	Flag	No feedback
Session ID 05efad0d-4adf-46bd-a1d8-e74711dd9ccc ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:16	a1e23bfc-1a4...	19XFC2F61KE	Diagnostic & Inspection > Engine Diagnostic	$0.00	$200.00	0.0%	Flag	No feedback
Session ID a1e23bfc-1a4b-4b2e-9fcc-26972957cb66 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:16	b31a2701-477...	19XFC2F61KE	Engine > Engine Cover Replacement	$0.00	$135.00	0.0%	Flag	No feedback
Session ID b31a2701-4770-4c18-9df9-4e9b5cbcf4c2 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 12:14	25981ef8-844...	19XFC2F61KE	Body & Underbody > Bumper Replacement	$0.00	$955.00	0.0%	Flag	No feedback
Session ID 25981ef8-844b-427f-946b-52a263a09b4e ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 07:35	75c5fc41-144...	19XFC2F61KE	Engine Lubrication > Engine Oil Service	$0.00	$105.00	0.0%	Flag	No feedback
Session ID 75c5fc41-1442-407a-ad5f-36949e4eb6b0 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 07:35	d054b956-d77...	19XFC2F61KE	Engine Lubrication > Oil Change	$122.78	$115.00	93.7%	Clean	No feedback
Session ID d054b956-d77b-4313-9b25-ece63a9ba8bb ZIP Code 14227 Local Range $122.78 — $122.78 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 93.7% DeepSeek Match % — AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 07:34	ff6fc756-f35...	19XFC2F61KE	Engine > Engine Valve Repair	$0.00	$2,800.00	0.0%	Flag	No feedback
Session ID ff6fc756-f351-435c-9bf9-12ee2d337549 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 07:33	c74491f9-0ed...	19XFC2F61KE	Engine > Engine Replacement	$0.00	$5,700.00	0.0%	Flag	No feedback
Session ID c74491f9-0edd-43ff-bfa6-8ea2f7e658c0 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 07:31	29444b93-9f8...	19XFC2F61KE	Cooling System > Radiator Cap Replacement	$206.24	$185.00	89.7%	Clean	No feedback
Session ID 29444b93-9f84-4e60-aacd-14004168be27 ZIP Code 14227 Local Range $99.32 — $313.17 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 89.7% DeepSeek Match % — AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 07:31	5ae8f5d7-72d...	19XFC2F61KE	Cooling System > Cooling Fan Repair	$0.00	$375.00	0.0%	Flag	No feedback
Session ID 5ae8f5d7-72d8-4fb5-bfba-6946ccabad07 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 06, 2026 07:30	6dfce41c-b60...	19XFC2F61KE	Body & Underbody > Door Seal & Trim Repair	$0.00	$225.00	0.0%	Flag	No feedback
Session ID 6dfce41c-b605-43d1-897d-95f6f7182ef6 ZIP Code 14227 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 05, 2026 03:21	9449fff2-cee...	1FTEW1EG2HF	Body & Underbody > Body Structure Repair	$0.00	$4,170.00	0.0%	Flag	No feedback
Session ID 9449fff2-ceee-4d0f-9804-ad8c275d6a10 ZIP Code 98367 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 04, 2026 23:47	829ac613-109...	4T1BF30K02U	Body & Underbody > Hatchback & Hood Latch Repair	$189.10	$185.00	97.8%	Clean	No feedback
Session ID 829ac613-109b-457e-8ad8-351c24855af9 ZIP Code 98367 Local Range $189.10 — $189.10 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 97.8% DeepSeek Match % — AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 04, 2026 23:46	32a191c3-846...	4T1BF30K02U	Body & Underbody > Door Repair	$207.58	$207.58	100.0%	Clean	No feedback
Session ID 32a191c3-846d-4e5d-9061-6bd246fa4116 ZIP Code 98367 Local Range $207.58 — $207.58 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 100.0% DeepSeek Match % — AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 04, 2026 23:30	8d357528-26e...	3GNCJNSB9LL	Engine Lubrication > Engine Oil Service	$0.00	$115.00	0.0%	Flag	No feedback
Session ID 8d357528-26ed-4454-9130-3a9dfce94123 ZIP Code 98367 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 04, 2026 23:29	3be8beaa-c3f...	3GNCJNSB9LL	Brake System > Brake System Diagnostic	$0.00	$150.00	0.0%	Flag	No feedback
Session ID 3be8beaa-c3fc-4e1c-a7cf-bbe73709e89c ZIP Code 98367 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 04, 2026 23:29	4668f09e-667...	3GNCJNSB9LL	Body & Underbody > Spoiler & Exterior Trim Repair	$0.00	$315.00	0.0%	Flag	No feedback
Session ID 4668f09e-667f-4a3b-a42c-a991c9385791 ZIP Code 98367 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 03, 2026 19:43	3e570d43-8c5...	3GNCJNSB9LL	Wiper & Washer System > Wiper Arm Replacement	$0.00	$135.00	0.0%	Flag	No feedback
Session ID 3e570d43-8c5d-4c8d-b0ef-87be8fa5ede4 ZIP Code 98367 Local Range $0.00 — $0.00 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 0.0% DeepSeek Match % — Red Flag Reason Local estimate appears unrealistically low compared to the aggregated AI prediction. AI Reasoning Aggregated from Gemini and DeepSeek
	Mar 03, 2026 19:42	3c571aca-908...	3GNCJNSB9LL	Wiper & Washer System > Washer Reservoir Replacement	$224.71	$225.00	99.9%	Clean	No feedback
Session ID 3c571aca-908d-477f-af65-9d4ab0ad7c3c ZIP Code 98367 Local Range $224.71 — $224.71 AI Range — AI Confidence — DeepSeek Estimate — Gemini Match % 99.9% DeepSeek Match % — AI Reasoning Aggregated from Gemini and DeepSeek

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Prediction History

Source Data — Repair Transaction Details