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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

944 listings found

2007 BMW 3 Series 328i

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

2007 BMW 3 Series 328i

Howard City, MI

UnscoredInsufficient · 4
$2,995131,609 mi

Comparison: 4 similar vehicles

Howard City, MI

2008 Chrysler Sebring Touring

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

2008 Chrysler Sebring Touring

New Baltimore, MI

UnscoredLimited · 5
$2,999115,074 mi

Comparison: 5 similar vehicles

New Baltimore, MI

2004 Volvo C70 HPT

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

2004 Volvo C70 HPT

Traverse City, MI

UnscoredInsufficient · 0
$3,23581,705 mi

Traverse City, MI

2004 Ford Mustang Premium

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

2004 Ford Mustang Premium

Saginaw, MI

UnscoredInsufficient · 0
$3,775195,392 mi

Saginaw, MI

2006 Nissan 350Z Roadster Touring

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

2006 Nissan 350Z Roadster Touring

Southfield, MI

UnscoredInsufficient · 0
$3,900142,822 mi

Southfield, MI

2001 Chevrolet Camaro Base

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

2001 Chevrolet Camaro Base

City of the Village of Clarkston, MI

UnscoredInsufficient · 0
$3,900121,666 mi

City of the Village of Clarkston, MI

2004 Chrysler Sebring LXI

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

2004 Chrysler Sebring LXI

Traverse City, MI

UnscoredInsufficient · 0
$3,95540,203 mi

Traverse City, MI

2008 smart fortwo passion

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

2008 smart fortwo passion

Grand Rapids, MI

UnscoredInsufficient · 0
$3,995164,698 mi

Grand Rapids, MI

2007 Audi A4 Base

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

2007 Audi A4 Base

Chesaning, MI

UnscoredInsufficient · 3
$3,995128,242 mi

Comparison: 3 similar vehicles

Chesaning, MI

2007 MINI Cooper Base

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

2007 MINI Cooper Base

Warren, MI

UnscoredInsufficient · 3
$3,995133,436 mi

Comparison: 3 similar vehicles

Warren, MI

2003 Audi A4 Base

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

2003 Audi A4 Base

Flint, MI

UnscoredInsufficient · 0
$3,995180,818 mi

Flint, MI

2001 BMW 3 Series Base

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

2001 BMW 3 Series Base

Flint, MI

UnscoredInsufficient · 0
$3,995141,980 mi

Flint, MI

2000 Chevrolet Cavalier Z24

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

2000 Chevrolet Cavalier Z24

Flint, MI

UnscoredInsufficient · 0
$3,995153,357 mi

Flint, MI

2005 Chrysler PT Cruiser Touring Edition

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

2005 Chrysler PT Cruiser Touring Edition

Southfield, MI

UnscoredLimited · 5
$4,30468,270 mi

Comparison: 5 similar vehicles

Southfield, MI

2009 Volkswagen Eos Komfort

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

2009 Volkswagen Eos Komfort

Port Huron, MI

UnscoredInsufficient · 0
$4,407115,055 mi

Port Huron, MI

2009 BMW 1 Series 128i

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

2009 BMW 1 Series 128i

Farmington Hills, MI

UnscoredInsufficient · 0
$4,595109,000 mi

Farmington Hills, MI

2010 Chrysler Sebring Touring

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

2010 Chrysler Sebring Touring

Walled Lake, MI

UnscoredInsufficient · 0
$4,995108,210 mi

Walled Lake, MI

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Flint, MI

UnscoredInsufficient · 4
$4,995110,607 mi

Comparison: 4 similar vehicles

Flint, MI

2003 Ford Mustang Deluxe

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

2003 Ford Mustang Deluxe

Menominee, MI

UnscoredInsufficient · 0
$4,995121,000 mi

Menominee, MI

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

Brighton, MI

UnscoredInsufficient · 0
$5,000111,396 mi

Brighton, MI

2005 Audi A4 Base

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

2005 Audi A4 Base

Novi, MI

UnscoredInsufficient · 0
$5,250116,022 mi

Novi, MI

2005 Chrysler Crossfire Limited

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

2005 Chrysler Crossfire Limited

Grandville, MI

UnscoredLimited · 11
$5,295138,959 mi

Comparison: 11 similar vehicles

Grandville, MI

2011 Volvo C70 T5

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

2011 Volvo C70 T5

Wayne, MI

UnscoredInsufficient · 3
$5,500194,643 mi

Comparison: 3 similar vehicles

Wayne, MI

2007 MINI Cooper Base

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

2007 MINI Cooper Base

Shelby Township, MI

UnscoredInsufficient · 4
$5,80099,728 mi

Comparison: 4 similar vehicles

Shelby Township, MI

2007 Volkswagen Eos 2.0T

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

2007 Volkswagen Eos 2.0T

Grand Rapids, MI

UnscoredInsufficient · 0
$5,900163,613 mi

Grand Rapids, MI

2007 Mercedes-Benz SLK-Class SLK280

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

2007 Mercedes-Benz SLK-Class SLK280

Mount Clemens, MI

UnscoredInsufficient · 0
$5,995159,675 mi

Mount Clemens, MI

2000 Toyota MR2 Spyder Base

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

2000 Toyota MR2 Spyder Base

Clawson, MI

UnscoredInsufficient · 0
$5,99568,394 mi

Clawson, MI

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Detroit, MI

UnscoredInsufficient · 4
$5,999114,500 mi

Comparison: 4 similar vehicles

Detroit, MI

2010 Mitsubishi Eclipse Spyder GT

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

2010 Mitsubishi Eclipse Spyder GT

Livonia, MI

UnscoredInsufficient · 0
$6,279120,398 mi

Livonia, MI

2009 Pontiac G6 GT

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

2009 Pontiac G6 GT

Flint, MI

UnscoredInsufficient · 0
$6,495118,485 mi

Flint, MI

2009 BMW 3 Series 335i

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

2009 BMW 3 Series 335i

Detroit, MI

UnscoredInsufficient · 0
$6,500160,500 mi

Detroit, MI

2002 Mercedes-Benz SLK-Class SLK320

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

2002 Mercedes-Benz SLK-Class SLK320

Berkley, MI

UnscoredInsufficient · 0
$6,50073,828 mi

Berkley, MI

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Grand Rapids, MI

UnscoredInsufficient · 0
$6,597131,253 mi

Grand Rapids, MI

2007 Pontiac Solstice Base

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

2007 Pontiac Solstice Base

Flushing, MI

UnscoredInsufficient · 0
$6,80079,860 mi

Flushing, MI

2001 Mercedes-Benz SLK 230 Kompressor

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

2001 Mercedes-Benz SLK 230 Kompressor

Shelby Township, MI

UnscoredInsufficient · 0
$6,80082,041 mi

Shelby Township, MI

1998 Jaguar XK Series Base

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

1998 Jaguar XK Series Base

Lexington, MI

UnscoredInsufficient · 3
$6,950Mileage not verified

Comparison: 3 similar vehicles

Lexington, MI

2005 Chrysler Crossfire Base

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

2005 Chrysler Crossfire Base

Farmington, MI

UnscoredInsufficient · 0
$6,995108,183 mi

Farmington, MI

2003 Mercedes-Benz SL-Class SL500

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

2003 Mercedes-Benz SL-Class SL500

Lansing, MI

UnscoredInsufficient · 3
$6,99576,334 mi

Comparison: 3 similar vehicles

Lansing, MI

2012 BMW 6 Series 650i

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

2012 BMW 6 Series 650i

New Haven, MI

Salvage title
$7,00063,108 mi

New Haven, MI

2003 Mercedes-Benz SL-Class SL500

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

2003 Mercedes-Benz SL-Class SL500

Ann Arbor, MI

Fair PriceLimited · 12
$7,115131,358 mi

Market: $6,900 – $16,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Ann Arbor, MI

2005 Jaguar XK Series XK8 Convertible

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

2005 Jaguar XK Series XK8 Convertible

Southfield, MI

UnscoredInsufficient · 0
$7,164115,479 mi

Southfield, MI

2007 Volkswagen New Beetle 2.5

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

2007 Volkswagen New Beetle 2.5

Waterford Township, MI

UnscoredInsufficient · 3
$7,204109,842 mi

Comparison: 3 similar vehicles

Waterford Township, MI

2012 Volkswagen Eos Komfort

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

2012 Volkswagen Eos Komfort

Flint, MI

UnscoredInsufficient · 4
$7,27594,001 mi

Comparison: 4 similar vehicles

Flint, MI

2004 BMW 6 Series 645CiC

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

2004 BMW 6 Series 645CiC

Dearborn Heights, MI

UnscoredInsufficient · 4
$7,275137,558 mi

Comparison: 4 similar vehicles

Dearborn Heights, MI

2006 Toyota Camry Solara SLE

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

2006 Toyota Camry Solara SLE

Kalkaska, MI

UnscoredInsufficient · 0
$7,487130,419 mi

Kalkaska, MI

2008 Pontiac Solstice Base

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

2008 Pontiac Solstice Base

Flint, MI

UnscoredLimited · 5
$7,500135,074 mi

Comparison: 5 similar vehicles

Flint, MI

2004 Mercedes-Benz SL-Class SL500

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

2004 Mercedes-Benz SL-Class SL500

Davison, MI

UnscoredInsufficient · 0
$7,50060,000 mi

Davison, MI

1998 Jaguar XK Series Base

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

1998 Jaguar XK Series Base

Flint, MI

UnscoredInsufficient · 3
$7,50097,731 mi

Comparison: 3 similar vehicles

Flint, MI

2008 Mitsubishi Eclipse Spyder GT

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

2008 Mitsubishi Eclipse Spyder GT

Mount Clemens, MI

UnscoredInsufficient · 0
$7,595118,714 mi

Mount Clemens, MI

2004 Ford Mustang GT Deluxe

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

2004 Ford Mustang GT Deluxe

Gladwin, MI

Salvage title
$7,599128,052 mi

Gladwin, MI

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.io compares with CarGurus, Cars.com and TrueCar

CarGurus gives listings Deal Ratings based on its Instant Market Value (IMV), its estimate of a fair market price for a specific vehicle in a specific market. Cars.com shows deal badges that compare a listing's price to similar vehicles in the same market. iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale. TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers. Edmunds publishes car reviews and provides deal ratings on new and used listings. J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values. Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value. OAV.io is not a marketplace and does not sell cars. It helps shoppers find new and used cars at dealerships and evaluates each listing VIN by VIN against comparable listings, showing the comparable count, market range and as-of date for each rated listing. Its verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

How OAV.io compares

CarGurus, Instant Market Value, Deal Ratings, Cars.com, iSeeCars, TrueCar, TrueCar Price Graph, Edmunds, J.D. Power, NADA Used Car Guide, NADAguides, Carfax and CARFAX Value are trademarks of their respective owners. OAV.io is not affiliated with, sponsored by or endorsed by any of them.

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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