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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. It evaluates asking prices against comparable listings and publishes a Price-to-Market verdict when the evidence supports one. Days-on-lot and sell-through from similar vehicles are separate demand evidence, never inputs to the Price-to-Market verdict.

Market snapshot · October 10, 2026

5.9M+

Unique vehicles analyzed

as of October 10, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

231 listings found

2027 BMW 4 Series 430i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW 4 Series 430i

Omaha, NE

Fair PriceLimited · 15
$69,670100 mi

Market: $59,745 – $77,216

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Omaha, NE

2027 BMW 4 Series M440i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW 4 Series M440i

Omaha, NE

UnscoredInsufficient · 0
$85,695Mileage not verified

Omaha, NE

2027 Mercedes-Benz CLE 450

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Mercedes-Benz CLE 450

Omaha, NE

Fair PriceModerate · 26
$87,470Mileage not verified

Market: $76,955 – $90,260

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Omaha, NE

2027 BMW M4 Convertible M4

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 BMW M4 Convertible M4

Omaha, NE

UnscoredInsufficient · 0
$107,700100 mi

Omaha, NE

2027 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 2LT

Omaha, NE

OverpricedLimited · 12
$121,935Mileage not verified

Market: $85,399 – $118,874

Comparison: 12 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Omaha, NE

2027 Chevrolet Corvette 2LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 2LZ

Norfolk, NE

UnscoredInsufficient · 3
$147,235Mileage not verified

Comparison: 3 similar vehicles

Norfolk, NE

2027 Chevrolet Corvette 3LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2027 Chevrolet Corvette 3LZ

McCook, NE

UnscoredInsufficient · 0
$252,805Mileage not verified

McCook, NE

2026 Mazda MX-5 Miata Sport

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Sport

Lincoln, NE

UnscoredInsufficient · 0
$32,751Mileage not verified

Lincoln, NE

2026 Mazda MX-5 Miata Club

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Club

Lincoln, NE

UnscoredLimited · 8
$35,664Mileage not verified

Comparison: 8 similar vehicles

Lincoln, NE

2026 Mazda MX-5 Miata Club

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Club

Omaha, NE

UnscoredLimited · 8
$36,554Mileage not verified

Comparison: 8 similar vehicles

Omaha, NE

2026 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Grand Touring

Omaha, NE

Fair PriceLimited · 11
$38,049Mileage not verified

Market: $37,849 – $39,559

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Omaha, NE

2026 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mazda MX-5 Miata Grand Touring

Omaha, NE

Fair PriceLimited · 12
$38,464Mileage not verified

Market: $37,849 – $39,559

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Omaha, NE

2026 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 MINI Convertible S

Omaha, NE

Fair PriceLimited · 10
$40,905Mileage not verified

Market: $41,145 – $58,858

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 123 days listed (based on current market benchmarks)

Omaha, NE

2026 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 MINI Convertible S

Omaha, NE

Fair PriceLimited · 10
$41,145Mileage not verified

Market: $40,905 – $58,858

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Omaha, NE

2026 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 MINI Convertible S

Omaha, NE

Fair PriceLimited · 10
$41,840Mileage not verified

Market: $40,905 – $58,858

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Omaha, NE

2026 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 MINI Convertible S

Omaha, NE

Fair PriceLimited · 10
$43,175Mileage not verified

Market: $40,905 – $58,858

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Omaha, NE

2026 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang EcoBoost Premium

Columbus, NE

Fair PriceRobust · 72
$44,189Mileage not verified

Market: $33,340 – $52,554

Comparison: 72 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 266 days listed (based on current market benchmarks)

Columbus, NE

2026 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 MINI Convertible S

Omaha, NE

Fair PriceLimited · 10
$44,425Mileage not verified

Market: $40,905 – $57,608

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Omaha, NE

2026 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 MINI Convertible S

Omaha, NE

Fair PriceLimited · 10
$45,575Mileage not verified

Market: $40,905 – $58,858

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Omaha, NE

2026 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang EcoBoost Premium

Nebraska City, NE

Fair PriceLimited · 13
$49,260Mileage not verified

Market: $37,340 – $51,355

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 378 days listed (based on current market benchmarks)

Nebraska City, NE

2026 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Ford Mustang EcoBoost Premium

Nebraska City, NE

OverpricedLimited · 13
$51,355Mileage not verified

Market: $37,340 – $49,260

Comparison: 13 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Nebraska City, NE

2026 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Chevrolet Corvette 2LT

Blair, NE

UnscoredLimited · 9
$83,644Mileage not verified

Comparison: 9 similar vehicles

Blair, NE

2026 Mercedes-Benz CLE AMG 53

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Mercedes-Benz CLE AMG 53

Omaha, NE

UnscoredInsufficient · 0
$90,0002,923 mi

Omaha, NE

2026 Chevrolet Corvette 3LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Chevrolet Corvette 3LT

Kimball, NE

UnscoredLimited · 5
$97,749Mileage not verified

Comparison: 5 similar vehicles

Kimball, NE

2026 Chevrolet Corvette 3LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Chevrolet Corvette 3LZ

McCook, NE

UnscoredInsufficient · 0
$134,076Mileage not verified

McCook, NE

2026 Chevrolet Corvette 3LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Chevrolet Corvette 3LZ

Omaha, NE

Fair PriceModerate · 32
$145,995Mileage not verified

Market: $139,320 – $169,610

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 135 days listed (based on current market benchmarks)

Omaha, NE

2026 Maserati GranCabrio Trofeo

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Maserati GranCabrio Trofeo

Omaha, NE

UnscoredInsufficient · 0
$195,832Mileage not verified

Omaha, NE

2026 Porsche 911 Spirit 70

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Porsche 911 Spirit 70

Omaha, NE

UnscoredInsufficient · 4
$286,717Mileage not verified

Comparison: 4 similar vehicles

Omaha, NE

2026 Chevrolet Corvette 3LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Chevrolet Corvette 3LZ

Lincoln, NE

UnscoredLimited · 8
$298,900693 mi

Comparison: 8 similar vehicles

Lincoln, NE

2026 Bentley Continental GTC Speed

Image from the dealer's site. OAV does not own, control, or store dealer images.

2026 Bentley Continental GTC Speed

Omaha, NE

UnscoredInsufficient · 0
$449,995631 mi

Omaha, NE

2025 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Mazda MX-5 Miata Grand Touring

Lincoln, NE

UnscoredInsufficient · 0
$36,041395 mi

Lincoln, NE

2025 BMW Z4 30i

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 BMW Z4 30i

Omaha, NE

UnscoredInsufficient · 0
$41,99825,224 mi

Omaha, NE

2025 Ford Mustang EcoBoost Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Ford Mustang EcoBoost Premium

Nebraska City, NE

UnscoredInsufficient · 3
$51,710Mileage not verified

Comparison: 3 similar vehicles

Nebraska City, NE

2025 Chevrolet Corvette 3LZ

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Chevrolet Corvette 3LZ

Papillion, NE

UnscoredInsufficient · 0
$108,73810,663 mi

Papillion, NE

2025 Bentley Continental GTC Speed

Image from the dealer's site. OAV does not own, control, or store dealer images.

2025 Bentley Continental GTC Speed

Omaha, NE

UnscoredInsufficient · 0
$397,115Mileage not verified

Omaha, NE

2024 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 MINI Convertible S

Omaha, NE

UnscoredLimited · 6
$31,44919,749 mi

Comparison: 6 similar vehicles

Omaha, NE

2024 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 MINI Convertible S

Omaha, NE

UnscoredLimited · 6
$32,34917,373 mi

Comparison: 6 similar vehicles

Omaha, NE

2024 MINI Convertible S

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 MINI Convertible S

Papillion, NE

UnscoredLimited · 8
$33,04929,248 mi

Comparison: 8 similar vehicles

Papillion, NE

2024 Jaguar F-Type R-Dynamic

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Jaguar F-Type R-Dynamic

Omaha, NE

UnscoredLimited · 8
$67,8823,798 mi

Comparison: 8 similar vehicles

Omaha, NE

2024 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Chevrolet Corvette 2LT

Norfolk, NE

Fair PriceLimited · 18
$72,9905,945 mi

Market: $74,149 – $83,995

Comparison: 18 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 77 days listed (based on current market benchmarks)

Norfolk, NE

2024 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Chevrolet Corvette 2LT

Louisville, NE

Great DealLimited · 14
$74,1494,188 mi

Market: $80,650 – $80,949

Comparison: 14 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 2 days listed (based on current market benchmarks)

Louisville, NE

2024 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Chevrolet Corvette 2LT

Crete, NE

OverpricedLimited · 15
$76,66310,759 mi

Market: $63,500 – $75,014

Comparison: 15 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Crete, NE

2024 Chevrolet Corvette 2LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Chevrolet Corvette 2LT

Crete, NE

UnscoredInsufficient · 3
$80,6503,486 mi

Comparison: 3 similar vehicles

Crete, NE

2024 Chevrolet Corvette 3LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2024 Chevrolet Corvette 3LT

Ogallala, NE

UnscoredInsufficient · 0
$145,166Mileage not verified

Ogallala, NE

No Photo

2023 Mazda MX-5 Miata Grand Touring

Omaha, NE

UnscoredInsufficient · 0
$25,57738,087 mi

Omaha, NE

2023 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Mazda MX-5 Miata Grand Touring

Springfield, NE

Fair PriceLimited · 17
$30,1792,687 mi

Market: $30,984 – $31,240

Comparison: 17 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 15 days listed (based on current market benchmarks)

Springfield, NE

2023 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Mazda MX-5 Miata Grand Touring

Fremont, NE

UnscoredInsufficient · 0
$30,984848 mi

Fremont, NE

2023 Chevrolet Camaro 1LT

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Chevrolet Camaro 1LT

Scottsbluff, NE

UnscoredInsufficient · 0
$30,99119,690 mi

Scottsbluff, NE

2023 Mazda MX-5 Miata Grand Touring

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Mazda MX-5 Miata Grand Touring

Lincoln, NE

UnscoredLimited · 9
$31,2401,570 mi

Comparison: 9 similar vehicles

Lincoln, NE

2023 Ford Mustang GT Premium

Image from the dealer's site. OAV does not own, control, or store dealer images.

2023 Ford Mustang GT Premium

Lincoln, NE

UnscoredInsufficient · 0
$40,25029,080 mi

Lincoln, NE

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 is a listing that carries the badge and is also rated Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin). The Deal is the intersection of the two signals. 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.

Current status: the Demand-Verified badge is withheld on every listing while OAV re-validates the sell-through claim behind it, so no Top Demand-Verified Deals section is showing anywhere on the site right now. The sell-through evidence itself still appears on listings where a cohort supports it, and Price-to-Market verdicts are unaffected. The badge returns only if the re-validation confirms the claim.

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

Example market pages

OAV answers these questions

What are the best priced vehicles?
Great Deal means priced below the comparable-range floor by at least OAV's minimum-gap margin; Fair Price means priced within the comparable range, or below the floor by less than that margin.
Which vehicles are priced below market?
Vehicles rated Great Deal are priced below the comparable-range floor by at least OAV's minimum-gap margin. Each one links to its vehicle page.
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 priced below comparable listings?
OAV's Price-to-Market analysis compares a listing's asking price 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 is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. Where OAV publishes a verdict, a listing priced below the comparable-range floor by at least OAV's minimum-gap margin is rated Great Deal; one priced within the comparable range, or below the floor by less than that margin, is Fair Price.

How OAV works

How does OAV rate vehicle deals?
OAV compares a listing's asking price against similar vehicles currently for sale and publishes a Price-to-Market verdict only when the evidence supports one. OAV rates scored listings as Great Deal (priced below the comparable-range floor by at least OAV's minimum-gap margin), Fair Price (priced within the comparable range, or below the floor by less than that margin), or Overpriced (priced above the comparable range). Listings OAV cannot score on the available evidence are shown as 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. OAV records days-on-lot from the dealer feed when the feed supplies it. Days-on-lot is a separate demand signal, never an input to the Price-to-Market verdict.
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?
Certain vehicle market-standardization methods are covered by U.S. Patent No. 12,236,477; the Price-to-Market verdict method is the subject of a pending U.S. patent application. The standardization 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.

Related questions

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