VEHICLE LISTING FILTER
VEHICLE LISTING FILTER
Stop Fake Auto Posts Verify Real Vehicles, Specs & Photos with AI
Mediafirewall AI’s Vehicle Listing Filter checks photos and text to verify real vehicles and legit listings.We detect make/model/trim cues, plates/VIN in images (OCR), and catch stock or stolen photos. Spam, duplicate uploads, and miscategorized posts are blocked before they go live. Boost buyer trust, search quality, and conversion with audit-ready enforcement.
Supported Moderation
Every image, video, or text is checked instantly no risks slip through.
What is Vehicle Listing Filter?
Real Vehicle Check
Vision models confirm a vehicle is actually present (not rooms, people selfies, or unrelated images). Blocks junk uploads and non-... Read more
Make/Model/Trim Tags
Reads grills, lights, badges, dashboards, and body lines to infer make, model, year/trim. Improves search filters and listing accu... Read more
Plate/VIN & OCR Signals
Extracts plate/VIN text where visible for consistency checks against titles/descriptions. Flags mismatches, typos, or suspicious e... Read more
Anti-Fraud Media Scan
Detects stock images, watermarks, heavy edits, duplicate photos, and re-used gallery sets. Reduces scams, bait listings, and engag... Read more
Pre-Visibility Policy
Allow / Warn / Block / Escalate decisions with clear reasons and snapshots. Keeps marketplaces clean, searchable, and trustworthy.... Read more
How our Moderation Works
AI scans content instantly to detect and block nudity and explicit content.
Why use MediaFirewall.ai's Vehicle Listing Filter?
Simply put, our filter is the best value for money out there
Operational Efficiency at Scale
Automate vehicle image verification across millions of uploads. Instantly detect... Read more
Real-Time Listing Validation
Detect and flag fake or mismatched vehicle visuals in real time—before listings ... Read more
Seamless Platform Integration
Deploy via API or SDK with minimal effort. The filter aligns with your existing ... Read more
Built for Listing Policy Enforcement
Define and enforce listing standards at scale—from photo quality and brand accur... Read more
Vehicle Listing Filter FAQ
It verifies vehicle photos and details using AI, tags make/model/trim, and blocks fake or irrelevant images before a listing is published.
By analyzing badges, grill shapes, lights, wheels, interior panels, and body lines, then generating searchable tags with confidence scores.
Yes. It checks for watermarks, repeated photos, reverse-gallery reuse, and heavy edits, and flags stock catalog shots.
Where visible, OCR can read plates/VIN to compare with the listing text. (Your policy controls what is stored or redacted.)
Before posting by default, and on edits or re-uploads, so suspicious or low-quality listings never reach buyers.
Accurate tags feed filters and recommendations, improving CTR, lead quality, and buyer trust on automotive pages.
The system returns Warn/Block/Escalate with reasons (e.g., model mismatch, stock photo) and evidence snapshots for quick review.
Actions are policy-linked with minimal data retention and audit-ready logs (decision, reason, timestamp, evidence).