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U.S. Patent No. 12,236,477 — Patented Automotive Data Standardization Technology
OAV

The Automotive Answer Engine

Every car has an answer. We hold the evidence.

Ask about a VIN, price, or market. OAV returns an independent, snapshot-dated answer and the market evidence behind it — a verdict where the evidence supports one, and the evidence itself where it doesn't.

Found a car anywhere? Paste the VIN — OAV resolves it against the supported comparable range, drawn from millions of dealer-advertised listings. Dealers can't pay to change a verdict.

OAV.io is an independent automotive market-evidence platform that ranks live dealer inventory by price-to-market against comparable listings. Days-on-lot and sell-through from similar vehicles are shown separately as Demand-Verified evidence, not inputs to the price ranking.

Market snapshot · September 12, 2026

5.7M+

Vehicles analyzed

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.1M new·2.7M used·Processed daily

Cited in Wall Street sell-side equity research, April 2026

Or explore the market

848 listings found

No Photo

2027 Toyota GR86 Premium

Kenosha, WI

UnscoredInsufficient · 3
$36,558Mileage not verified

Comparison: 3 similar vehicles

Kenosha, WI

No Photo

2027 Toyota GR86 Premium

Oshkosh, WI

UnscoredInsufficient · 0
$36,972Mileage not verified

Oshkosh, WI

No Photo

2027 Toyota GR86 Premium

La Crosse, WI

UnscoredInsufficient · 0
$37,630Mileage not verified

La Crosse, WI

No Photo

2027 Toyota GR86 Premium

Kenosha, WI

UnscoredInsufficient · 3
$38,013Mileage not verified

Comparison: 3 similar vehicles

Kenosha, WI

No Photo

2027 Toyota GR86 Premium

Madison, WI

UnscoredInsufficient · 0
$38,258Mileage not verified

Madison, WI

No Photo

2027 Toyota GR86 Premium

Milwaukee, WI

UnscoredLimited · 6
$38,863Mileage not verified

Comparison: 6 similar vehicles

Milwaukee, WI

No Photo

2027 Toyota GR86 Premium

Green Bay, WI

UnscoredInsufficient · 0
$39,829Mileage not verified

Green Bay, WI

No Photo

2027 Toyota GR86 Premium

Kenosha, WI

UnscoredInsufficient · 3
$41,667Mileage not verified

Comparison: 3 similar vehicles

Kenosha, WI

No Photo

2027 Toyota GR86 Premium

Sturgeon Bay, WI

UnscoredInsufficient · 0
$41,871Mileage not verified

Sturgeon Bay, WI

No Photo

2027 Toyota GR86 Premium

Kenosha, WI

UnscoredInsufficient · 3
$45,767Mileage not verified

Comparison: 3 similar vehicles

Kenosha, WI

No Photo

2027 Nissan Z Performance

Stevens Point, WI

UnscoredInsufficient · 0
$57,570Mileage not verified

Stevens Point, WI

No Photo

2027 BMW 4 Series 430i

Hudson, WI

Fair PriceLimited · 12
$64,455Mileage not verified

Market: $60,870$74,775

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Hudson, WI

No Photo

2027 BMW 4 Series 430i

West Allis, WI

UnscoredInsufficient · 4
$65,220Mileage not verified

Comparison: 4 similar vehicles

West Allis, WI

No Photo

2027 BMW 4 Series 430i

West Allis, WI

UnscoredInsufficient · 4
$66,670Mileage not verified

Comparison: 4 similar vehicles

West Allis, WI

No Photo

2027 Chevrolet Corvette 1LT

Green Bay, WI

UnscoredInsufficient · 3
$73,404Mileage not verified

Comparison: 3 similar vehicles

Green Bay, WI

No Photo

2027 Mercedes-Benz CLE 450

West Allis, WI

UnscoredInsufficient · 0
$76,585Mileage not verified

West Allis, WI

No Photo

2027 BMW 4 Series M440i

Glendale, WI

UnscoredInsufficient · 0
$76,594Mileage not verified

Glendale, WI

No Photo

2027 Chevrolet Corvette 1LT

Milwaukee, WI

UnscoredInsufficient · 0
$77,142Mileage not verified

Milwaukee, WI

No Photo

2027 Chevrolet Corvette 1LT

Columbus, WI

UnscoredInsufficient · 0
$77,220Mileage not verified

Columbus, WI

No Photo

2027 Chevrolet Corvette 1LT

Merrill, WI

UnscoredInsufficient · 0
$77,439Mileage not verified

Merrill, WI

No Photo

2027 Chevrolet Corvette 1LT

Madison, WI

UnscoredInsufficient · 0
$79,684Mileage not verified

Madison, WI

No Photo

2027 Chevrolet Corvette 2LT

Monticello, WI

Great DealLimited · 11
$86,264Mileage not verified

Market: $88,180$125,964

Comparison: 11 similar vehicles

Competitively priced ~2% below the typical range compared to similar vehicles · 10 days listed (based on current market benchmarks)

Monticello, WI

No Photo

2027 Chevrolet Corvette 2LT

Neenah, WI

UnscoredInsufficient · 0
$91,240Mileage not verified

Neenah, WI

No Photo

2027 Chevrolet Corvette 3LT

Waupaca, WI

UnscoredInsufficient · 0
$91,889Mileage not verified

Waupaca, WI

No Photo

2027 Chevrolet Corvette 2LT

Beloit, WI

Fair PriceLimited · 17
$92,165Mileage not verified

Market: $86,264$125,964

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Beloit, WI

No Photo

2027 Chevrolet Corvette 1LT

Green Bay, WI

UnscoredInsufficient · 3
$92,315Mileage not verified

Comparison: 3 similar vehicles

Green Bay, WI

No Photo

2027 Chevrolet Corvette 2LT

Mukwonago, WI

UnscoredLimited · 8
$93,664Mileage not verified

Comparison: 8 similar vehicles

Mukwonago, WI

No Photo

2027 Chevrolet Corvette 3LT

Evansville, WI

UnscoredLimited · 7
$103,114Mileage not verified

Comparison: 7 similar vehicles

Evansville, WI

No Photo

2027 Chevrolet Corvette 3LT

Sauk City, WI

UnscoredInsufficient · 3
$106,165Mileage not verified

Comparison: 3 similar vehicles

Sauk City, WI

No Photo

2027 Chevrolet Corvette 3LT

Monticello, WI

UnscoredInsufficient · 4
$108,014Mileage not verified

Comparison: 4 similar vehicles

Monticello, WI

No Photo

2027 Chevrolet Corvette 2LT

Salem, WI

Fair PriceModerate · 37
$108,839Mileage not verified

Market: $87,664$120,409

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Salem, WI

No Photo

2027 Chevrolet Corvette 3LT

Monticello, WI

UnscoredInsufficient · 4
$109,509Mileage not verified

Comparison: 4 similar vehicles

Monticello, WI

No Photo

2027 BMW M4 Coupe M4

Hudson, WI

UnscoredInsufficient · 0
$112,600Mileage not verified

Hudson, WI

No Photo

2027 Chevrolet Corvette 3LT

Milwaukee, WI

UnscoredLimited · 5
$113,009Mileage not verified

Comparison: 5 similar vehicles

Milwaukee, WI

No Photo

2027 Chevrolet Corvette 3LT

Milwaukee, WI

UnscoredLimited · 7
$114,330Mileage not verified

Comparison: 7 similar vehicles

Milwaukee, WI

No Photo

2027 Chevrolet Corvette 3LT

Green Bay, WI

UnscoredInsufficient · 0
$117,844Mileage not verified

Green Bay, WI

No Photo

2027 Chevrolet Corvette 1LZ

Monticello, WI

UnscoredInsufficient · 0
$119,012Mileage not verified

Monticello, WI

No Photo

2027 Chevrolet Corvette 2LT

Monticello, WI

OverpricedLimited · 11
$125,964Mileage not verified

Market: $86,264$117,058

Comparison: 11 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Monticello, WI

No Photo

2027 Chevrolet Corvette 3LZ

Neenah, WI

UnscoredInsufficient · 0
$147,789Mileage not verified

Neenah, WI

No Photo

2027 Chevrolet Corvette 2LZ

Burlington, WI

UnscoredInsufficient · 0
$154,914Mileage not verified

Burlington, WI

No Photo

2027 Chevrolet Corvette 3LZ

Waukesha, WI

UnscoredLimited · 6
$170,555Mileage not verified

Comparison: 6 similar vehicles

Waukesha, WI

No Photo

2026 Ford Mustang EcoBoost

Mount Pleasant, WI

UnscoredInsufficient · 0
$32,3322,969 mi

Mount Pleasant, WI

No Photo

2026 Ford Mustang EcoBoost

Franklin, WI

Great DealModerate · 27
$32,869Mileage not verified

Market: $33,990$43,509

Comparison: 27 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 49 days listed (based on current market benchmarks)

Franklin, WI

No Photo

2026 Ford Mustang EcoBoost

Clinton, WI

Fair PriceLimited · 16
$33,485Mileage not verified

Market: $32,454$42,376

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 105 days listed (based on current market benchmarks)

Clinton, WI

No Photo

2026 Ford Mustang EcoBoost

Slinger, WI

UnscoredLimited · 7
$34,058Mileage not verified

Comparison: 7 similar vehicles

Slinger, WI

No Photo

2026 Ford Mustang EcoBoost

Green Bay, WI

UnscoredInsufficient · 0
$34,349Mileage not verified

Green Bay, WI

No Photo

2026 Ford Mustang EcoBoost

Evansville, WI

UnscoredLimited · 8
$35,130Mileage not verified

Comparison: 8 similar vehicles

Evansville, WI

No Photo

2026 Subaru BRZ Limited

Madison, WI

UnscoredInsufficient · 0
$36,213Mileage not verified

Madison, WI

No Photo

2026 Ford Mustang EcoBoost

Franklin, WI

Fair PriceModerate · 27
$36,224Mileage not verified

Market: $32,869$43,509

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Franklin, WI

No Photo

2026 Ford Mustang EcoBoost Premium

Madison, WI

UnscoredInsufficient · 3
$36,234129 mi

Comparison: 3 similar vehicles

Madison, WI

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles is selling faster than its market baseline, and this listing is still within the cohort’s typical selling window. It is separate from OAV’s price verdict. A Demand-Verified Deal adds a price below the comparable market range. Each Demand-Verified listing shows its cohort’s typical sell-time, its days-on-lot, and a comparable count. Listings without sufficient, fresh cohort coverage get no label, and the section hides itself when none on a page qualify, so the signal stays honest.

See the full Demand-Verified Deals methodology for the labeling rules and examples.

Live examples

OAV answers these questions

What are the best priced vehicles?
OAV ranks vehicles by how far below their typical market range they are listed, using comparable listings; days-on-lot is shown as a separate demand signal, not a ranking input. Great Deal means priced below the comparable-range floor by a meaningful margin (OAV's minimum-gap rule); a listing below the floor by less than that margin — or within the range — is Fair Price.
Which vehicles are priced below market?
Vehicles flagged as undervalued are priced below the typical range for comparable cars. The "Top Deals" section on every market page surfaces these first, with the percentage gap from the typical range shown per listing.
Which listings are Demand-Verified?
A listing is Demand-Verified when the matched sold cohort of similar vehicles is moving faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not aged beyond the cohort's typical selling window. It is sell-through evidence about demand, and is separate from OAV's price-to-market verdict.
Which vehicles are undervalued compared with comparable listings?
OAV's Price-to-Market analysis evaluates every eligible listing against similar cars, using year, make, model, geography, and available configuration attributes, with trim/configuration matching applied where sufficient comparable data supports it, and mileage used only as context that can withhold a verdict on extreme-mileage vehicles rather than adjust the comparable prices. Undervalued listings price below the typical comparable range and are surfaced as Great Deals.

How OAV works

How does OAV rate vehicle deals?
OAV evaluates every eligible listing against similar vehicles currently available, positioning its asking price within the supported comparable range. Each listing is rated a Great Deal (priced below comparable listings), Fair Price (priced within the typical range), or Overpriced (priced above comparable listings). Vehicles without sufficient comparable evidence remain Unscored rather than receiving an unsupported verdict. Ratings are recomputed as OAV processes new inventory data through its daily pipeline; each page shows the market snapshot used for its analysis.
How fresh is OAV's vehicle data?
OAV processes inventory, pricing, and days-on-lot data daily from the dealer source. Every market page and VIN page carries a “Market snapshot” timestamp showing the snapshot date the page was built from, so the exact data vintage is always visible.
Does OAV include days on lot?
Yes. Every listing shows its current days on lot, and every market page shows the average days on lot for that metro or body type. It is a direct signal of local demand and pricing pressure.
Are OAV dealers verified?
Dealer profiles include public market summaries from live inventory data — make mix, deal mix, average days on lot, market position. Claimed OAV dealers manage their profile, route inbound buyer inquiries, and control verified contact information. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, exports, and enhanced merchandising.
What technology powers OAV's deal ratings?
OAV's inventory standardization and Price-to-Market analysis is protected by U.S. Patent No. 12,236,477. The technology normalizes naming conventions and deduplicates cross-listed inventory across the dealership network, so every comparable-market calculation is drawn from a clean, unified data set.

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