Structured Field Data, Delivered
vinny captures structured inspection data at the point of dealer delivery, categorized, photographed, timestamped, and tied to the unit. We’re surfacing quality patterns that were invisible before.
WHAT WE’RE SEEING
Quality Intelligence
We’re delivering quality intelligence packages to plant managers, defect patterns, category trends, and manufacturer variance across structured field data. Same inspectors, same locations, same categories, different results by manufacturer. We’ve already delivered reports to plant-level quality teams at two major manufacturers that drove conversations with production staff.
THE MISSING QUALITY SIGNAL
The Field Data Manufacturers Never See
DAFs are just the starting point, and manufacturers already get some version of that data, albeit unstructured. What happens after check-in, PDI findings, transfers, warranty registration, service inspections, customer walkthroughs, is data manufacturers have zero visibility into today.
vinny captures all of it. Structured, real-time, tied to individual VINs. With participating dealer approval, we surface that field data to manufacturers as a continuous quality signal across every downstream touchpoint.
Electronic DAFs Are Already in Use
Dealers are submitting DAFs across a growing list of manufacturers.
eDAF Program for Manufacturers
We’re working with a small number of manufacturers to digitize the entire dealer check-in process, structured digital submissions mapped to your specific form requirements. If your organization is interested, we’d welcome the conversation.
EXPLORING: FACTORY-SIDE APPLICATIONS
Expanding Upstream
We’re in early conversations with manufacturers about extending vinny to support internal pre-delivery inspections, component verification, and supplier audit documentation, before units leave the plant. If that’s something your team is thinking about, we’d welcome the discussion.
PRODUCTION DATA SNAPSHOT
The Compounding Dataset Behind the Intelligence
22 OEM brands, 32 active users, 4+ months of continuous data
2,266+
Units YTD 2026
15.92
Avg Findings / Unit
36,084+
Findings Documented