Automotive Data Infrastructure
The institutional lens on U.S. used-vehicle retail.
OneAuctionView aggregates publicly listed vehicles across the U.S. dealer footprint and applies patented Price-to-Market analysis (U.S. Patent No. 12,236,477) to surface pricing pressure and inventory-aging signals at the parent-group level. Cited in equity research (forthcoming).
Public Group Coverage
10 groups · 1,694 rooftops
NYSE · LAD
Lithia Motors
- Rooftops
- 301
- Inventory (approx.)
- ~112,500
- States
- 27
Deal-mix snapshot
View teaser →
NYSE · AN
AutoNation
- Rooftops
- 273
- Inventory (approx.)
- ~100,000
- States
- 22
Deal-mix snapshot
View teaser →
NYSE · KMX
CarMax
- Rooftops
- 247
- Inventory (approx.)
- ~87,000
- States
- 42
Deal-mix snapshot
View teaser →
NYSE · GPI
Group 1 Automotive
- Rooftops
- 215
- Inventory (approx.)
- ~68,000
- States
- 17
Deal-mix snapshot
View teaser →
NYSE · PAG
Penske Automotive Group
- Rooftops
- 147
- Inventory (approx.)
- ~43,000
- States
- 20
Deal-mix snapshot
View teaser →
NYSE · ABG
Asbury Automotive Group
- Rooftops
- 134
- Inventory (approx.)
- ~52,500
- States
- 14
Deal-mix snapshot
View teaser →
NYSE · SAH
Sonic Automotive
- Rooftops
- 129
- Inventory (approx.)
- ~43,500
- States
- 18
Deal-mix snapshot
View teaser →
Private
Hendrick Automotive Group
- Rooftops
- 109
- Inventory (approx.)
- ~34,500
- States
- 12
Deal-mix snapshot
View teaser →
NYSE · BRK.A
Berkshire Hathaway Automotive
- Rooftops
- 105
- Inventory (approx.)
- ~42,500
- States
- 10
Deal-mix snapshot
View teaser →
NYSE · CVNA
Carvana
- Rooftops
- 34
- Inventory (approx.)
- ~55,000
- States
- 37
Deal-mix snapshot
View teaser →
Also covered
Metro markets
U.S. metro market coverage
Listed-inventory aggregates, deal-mix distribution, and pricing posture across anchor U.S. metros.
View metros →
Vehicle cohorts
Anchor vehicle cohort coverage
Nationwide inventory position, deal-mix distribution, and pricing posture across core truck, SUV, sedan, and EV cohorts.
View cohorts →
What's behind institutional access
The public coverage above shows aggregate signal only. Full institutional access unlocks:
- ·Historical deal-mix timeseries. Weekly rolling deal-quality distribution per group, plotted over time. Leading indicator of inventory-aging pressure — not a direct GPU measurement.
- ·Per-rooftop breakdown. Every location in the group with inventory, pricing position, and aging profile.
- ·Trend projections. Directional reads on where deal-mix, days-on-lot, and PTM position are heading based on 12-month rolling shape.
- ·Inventory-aging pressure index. Composite leading indicator combining deal-mix trend, days-on-lot drift, and PTM position shift. Correlates with subsequent margin pressure; not a direct GPU measurement.
- ·Per-brand cross-sections. Pricing pressure decomposed by OEM within each group (e.g., AutoNation's Toyota exposure vs. its Ford exposure).
- ·Analyst access. Direct line for custom pulls, methodology questions, and one-off cohort cuts.
AI-tier signal layer
T0 · Additional NDAModel-derived inventory signals
An additional paywall above institutional research, gated by per-contact feature flag and a separate click-through NDA.
- ·Sell-through probability curves. Cohort-level, at 15 / 30 / 45 / 60-day horizons.
- ·Days-to-sale distribution by cohort (make × body × state × vintage).
Patent-protected methodology, U.S. Patent No. 12,236,477. CarMax pilot cohort available now; market-wide rolling out.