Sample Reports
See exactly what our AI pattern analysis produces — one high-risk listing and one clean listing. No surprises.
What Auto Scam Guard Actually Does
Our scanner uses AI pattern recognition to analyze the text, pricing, seller behavior signals, and contact methods in any used car listing. We do not access VIN databases, pull Carfax reports, perform reverse image searches, or verify business registrations. We analyze what you paste into the form and compare it against thousands of documented fraud patterns from the FTC, FBI IC3, and BBB Scam Tracker.
For VIN history and title checks we recommend Carfax and AutoCheck. For government title brand history use NMVTIS (free). Our scan is the first check — not the only one.
A listing with nine simultaneous fraud signals — overseas deployment, Zelle demand, escrow scheme, new account, and more.
View Report ↓A clean-looking listing with established account, phone contact, VIN provided, and appropriate payment expectations.
View Report ↓CRITICAL Risk Sample Report
Quick Scan Report — Report ID: QS-SAMPLE-001
Listing Details Analyzed
What Our AI Analyzed
Note: This scan analyzes text patterns and form inputs only. It does not access VIN databases, pull vehicle history reports, perform image searches, or verify seller identities externally.
Red Flags Detected by AI Pattern Analysis
Deployed Overseas Story
+20 ptsListing description contains classic deployed military script — a documented pattern in thousands of BBB and FTC fraud reports. Seller claims inability to meet in person due to overseas deployment.
Source: BBB Virtual Vehicle Vendor Scam Study, 2024
Irreversible Payment Requested
+20 ptsZelle and wire transfer are explicitly mentioned. These payment methods cannot be reversed after sending. No legitimate private seller requires these before an in-person inspection.
Source: FTC Consumer Sentinel Network, 2024
Shipping Agent / Escrow Scheme Language
+20 ptsDescription references a third-party transport agent who will hold funds in escrow. This is a documented advance-fee fraud pattern — the seller controls the escrow and disappears with the deposit.
Source: FBI IC3 Annual Report, 2024
New Seller Account
+15 ptsSeller account is less than 30 days old. Legitimate sellers have account history. New accounts are created specifically for fraud operations and abandoned after the scam is complete.
Source: BBB Scam Tracker, 2024
Over-Assurance Language
+15 ptsListing contains religious assurances and explicit statements that this is not a scam. Legitimate sellers do not need to assure buyers of their honesty — this language pattern appears in documented fraud scripts.
Source: FTC Fraud Pattern Database
Price Below Market Estimate
+15 ptsAsking price appears significantly below typical market range for this vehicle year, make, and condition based on KBB estimates. Artificially low pricing is the primary bait tactic in vehicle scams.
Source: BBB, avg. vehicle scam loss $12,600, 2024
Email Only Contact
+10 ptsNo phone number provided. Email-only contact allows the scammer to remain anonymous, operate from any location, and avoid voice verification. This is a documented risk signal.
Source: BBB Virtual Vehicle Vendor Scam Study, 2024
Very Few Photos
+10 ptsOnly 1 to 2 photos provided for a high-value vehicle. Legitimate sellers typically provide 6 or more photos. Few photos often indicate the seller does not actually have the vehicle.
Source: Auto Scam Guard Pattern Analysis
No VIN Provided
+8 ptsNo Vehicle Identification Number was provided or mentioned in the listing. Withholding the VIN prevents buyers from running independent history checks — a common fraud tactic.
Source: NHTSA Odometer Fraud Guidelines
AI Analysis Summary
This listing scored CRITICAL based on AI pattern analysis of the text, pricing, seller signals, and contact method. Nine documented fraud indicators were detected simultaneously — including the overseas deployment script, irreversible payment demands, escrow shipping language, and an account less than 30 days old. This combination of signals matches documented fraud patterns from FTC, FBI IC3, and BBB Scam Tracker reports. The AI analysis does not confirm this listing is definitely fraudulent — but the pattern match is extremely strong.
Recommended Action
Do not send any money or personal information to this seller. If you want to continue evaluating this vehicle, verify the VIN at NHTSA.gov, run a Carfax or AutoCheck report, and insist on an in-person inspection before any payment. Never send a deposit before seeing the vehicle. Report this listing to the platform and to ReportFraud.ftc.gov.
Disclaimer: This report is based on AI pattern recognition of text and form inputs only. It does not constitute professional advice, a guarantee of fraud, or a guarantee of legitimacy. Auto Scam Guard does not access external databases, verify seller identities, or pull vehicle history reports. Always conduct independent due diligence before any purchase. Auto Scam Guard and its operators are not liable for any decisions made based on this report.
LOW RISK Sample Report
Quick Scan Report — Report ID: QS-SAMPLE-002
Listing Details Analyzed
What Our AI Analyzed
Note: A low risk score means no fraud patterns were detected in this listing's text and signals. It does not guarantee the vehicle is in good condition or that the listing is legitimate. Always verify the VIN, run a vehicle history report, and inspect in person.
Positive Signals Detected
Phone and Text Contact Available
Seller provides phone number for direct contact. This allows voice verification and is consistent with legitimate private sellers.
VIN Provided
A VIN was included in the listing. This allows independent verification through NHTSA.gov, Carfax, or AutoCheck before committing to anything.
Multiple Photos Provided
Six or more photos were provided. Legitimate sellers with an actual vehicle typically provide comprehensive photos from multiple angles.
Safe Payment Method
Cash at time of inspection or bank transfer after viewing is mentioned. These are appropriate payment methods for a legitimate private sale.
Established Account
Seller account is more than 6 months old with transaction history. Scammers typically use newly created accounts.
Price Within Market Range
Asking price appears consistent with typical market values for this vehicle based on KBB estimates. No artificial low-ball pricing detected.
AI Analysis Summary
This listing scored LOW RISK based on AI pattern analysis. No fraud language patterns, manipulative pricing tactics, suspicious payment demands, or high-risk seller signals were detected. The listing shows characteristics consistent with a legitimate private seller — an established account, phone contact, VIN provided, multiple photos, and appropriate payment expectations. A low score reduces concern but does not eliminate it. This scan analyzed text and form inputs only.
Recommended Next Steps
This listing shows low fraud risk signals. Before proceeding we recommend these standard steps for any used vehicle purchase:
- Verify the VIN for free at NHTSA.gov
- Run a Carfax or AutoCheck report to check accident and title history
- Check NMVTIS for title brand history at vehiclehistory.gov
- Inspect the vehicle in person at a neutral location
- Have an independent mechanic inspect before purchase
- Never pay before seeing and inspecting the vehicle
Disclaimer: A LOW RISK score does not guarantee this listing is legitimate or that the vehicle is in good condition. This report is based on AI pattern recognition of text and form inputs only. Auto Scam Guard does not access external databases, verify seller identities, or pull vehicle history reports. Always conduct independent due diligence. Auto Scam Guard and its operators are not liable for any decisions made based on this report.
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