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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 · November 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

5,153 listings found

2010 Mazda CX-7 i SV

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

2010 Mazda CX-7 i SV

Kalkaska, MI

UnscoredInsufficient · 0
$1,575248,631 mi

Kalkaska, MI

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Kalkaska, MI

Unscored
$1,890251,035 mi

Comparison: 11 similar vehicles

Kalkaska, MI

2013 Volkswagen Jetta S

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

2013 Volkswagen Jetta S

Traverse City, MI

UnscoredInsufficient · 3
$1,995192,545 mi

Comparison: 3 similar vehicles

Traverse City, MI

2001 Jeep Grand Cherokee LAREDO

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

2001 Jeep Grand Cherokee LAREDO

Traverse City, MI

UnscoredInsufficient · 0
$2,304300,000 mi

Traverse City, MI

2011 BMW X3 xDrive28i

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

2011 BMW X3 xDrive28i

Kalkaska, MI

UnscoredInsufficient · 4
$2,579205,896 mi

Comparison: 4 similar vehicles

Kalkaska, MI

2000 Lexus GS 300

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

2000 Lexus GS 300

Cadillac, MI

UnscoredInsufficient · 0
$2,590309,080 mi

Cadillac, MI

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Gaylord, MI

Unscored
$2,680206,901 mi

Comparison: 19 similar vehicles

Gaylord, MI

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Gaylord, MI

Unscored
$2,680213,967 mi

Comparison: 38 similar vehicles

Gaylord, MI

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Traverse City, MI

Unscored
$2,944134,698 mi

Comparison: 7 similar vehicles

Traverse City, MI

2011 Cadillac CTS Premium Collection

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

2011 Cadillac CTS Premium Collection

Traverse City, MI

UnscoredInsufficient · 0
$2,944136,650 mi

Traverse City, MI

2009 Kia Spectra EX

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

2009 Kia Spectra EX

Cadillac, MI

UnscoredInsufficient · 0
$2,99094,806 mi

Cadillac, MI

2004 MINI Base

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

2004 MINI Base

Cadillac, MI

UnscoredInsufficient · 0
$2,990190,764 mi

Cadillac, MI

2016 Chevrolet Trax LTZ

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

2016 Chevrolet Trax LTZ

Traverse City, MI

Unscored
$3,064156,770 mi

Comparison: 27 similar vehicles

Traverse City, MI

2009 Chevrolet Silverado 1500 LS

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

2009 Chevrolet Silverado 1500 LS

Gaylord, MI

UnscoredInsufficient · 0
$3,080210,400 mi

Gaylord, MI

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Kalkaska, MI

Unscored
$3,274163,287 mi

Comparison: 20 similar vehicles

Kalkaska, MI

2008 Lincoln MKX Base

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

2008 Lincoln MKX Base

Kalkaska, MI

Unscored
$3,278184,214 mi

Comparison: 6 similar vehicles

Kalkaska, MI

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Traverse City, MI

Unscored
$3,304165,299 mi

Comparison: 36 similar vehicles

Traverse City, MI

2012 Ford Flex SEL

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

2012 Ford Flex SEL

Traverse City, MI

UnscoredInsufficient · 0
$3,304215,956 mi

Traverse City, MI

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Traverse City, MI

Unscored
$3,304200,283 mi

Comparison: 24 similar vehicles

Traverse City, MI

2011 Honda Insight EX

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

2011 Honda Insight EX

Traverse City, MI

UnscoredInsufficient · 0
$3,304150,611 mi

Traverse City, MI

2008 Lexus RX 350

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

2008 Lexus RX 350

Cadillac, MI

Unscored
$3,490204,023 mi

Comparison: 11 similar vehicles

Cadillac, MI

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Cadillac, MI

Unscored
$3,490233,390 mi

Comparison: 10 similar vehicles

Cadillac, MI

2015 Volkswagen Jetta S

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

2015 Volkswagen Jetta S

Gaylord, MI

UnscoredInsufficient · 0
$3,500178,657 mi

Gaylord, MI

2014 Chevrolet Captiva Sport LT

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

2014 Chevrolet Captiva Sport LT

Traverse City, MI

Unscored
$3,795195,730 mi

Comparison: 13 similar vehicles

Traverse City, MI

2011 Chevrolet HHR LT

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

2011 Chevrolet HHR LT

Traverse City, MI

UnscoredInsufficient · 3
$3,850155,737 mi

Comparison: 3 similar vehicles

Traverse City, MI

2012 Mazda MAZDA6 i Touring

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

2012 Mazda MAZDA6 i Touring

Lake Ann, MI

UnscoredInsufficient · 3
$3,900187,700 mi

Comparison: 3 similar vehicles

Lake Ann, MI

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Lake Ann, MI

Unscored
$3,900192,300 mi

Comparison: 9 similar vehicles

Lake Ann, MI

2009 GMC Acadia SLT1

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

2009 GMC Acadia SLT1

Lake Ann, MI

UnscoredInsufficient · 0
$3,900149,500 mi

Lake Ann, MI

2016 Ford Edge SE

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

2016 Ford Edge SE

Traverse City, MI

Unscored
$3,933230,224 mi

Comparison: 11 similar vehicles

Traverse City, MI

2016 Kia Sportage LX

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

2016 Kia Sportage LX

Traverse City, MI

UnscoredInsufficient · 0
$3,933197,303 mi

Traverse City, MI

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Traverse City, MI

Unscored
$3,933139,344 mi

Comparison: 25 similar vehicles

Traverse City, MI

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Traverse City, MI

Unscored
$3,933164,874 mi

Comparison: 14 similar vehicles

Traverse City, MI

2011 Chevrolet Traverse LTZ

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

2011 Chevrolet Traverse LTZ

Traverse City, MI

UnscoredInsufficient · 0
$3,933187,009 mi

Traverse City, MI

2012 Nissan Xterra S

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

2012 Nissan Xterra S

Traverse City, MI

UnscoredInsufficient · 0
$3,944248,857 mi

Traverse City, MI

2015 Chevrolet Equinox 2LT

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

2015 Chevrolet Equinox 2LT

Traverse City, MI

Unscored
$3,980170,750 mi

Comparison: 13 similar vehicles

Traverse City, MI

2013 Volkswagen Touareg Sport

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

2013 Volkswagen Touareg Sport

Traverse City, MI

UnscoredInsufficient · 0
$3,988329,600 mi

Traverse City, MI

2009 Ford Flex SEL

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

2009 Ford Flex SEL

Cadillac, MI

Unscored
$3,990180,844 mi

Comparison: 7 similar vehicles

Cadillac, MI

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Cadillac, MI

Unscored
$3,990190,188 mi

Comparison: 16 similar vehicles

Cadillac, MI

2015 Honda Crosstour EX-L V-6

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

2015 Honda Crosstour EX-L V-6

Traverse City, MI

UnscoredInsufficient · 0
$3,995269,624 mi

Traverse City, MI

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Gaylord, MI

Unscored
$4,080173,117 mi

Comparison: 40 similar vehicles

Gaylord, MI

2008 Chevrolet Impala SS

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

2008 Chevrolet Impala SS

Kalkaska, MI

UnscoredInsufficient · 0
$4,095169,718 mi

Kalkaska, MI

2014 Ford Fiesta SE

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

2014 Ford Fiesta SE

Kalkaska, MI

UnscoredInsufficient · 4
$4,180162,436 mi

Comparison: 4 similar vehicles

Kalkaska, MI

2013 Subaru Impreza 2.0I

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

2013 Subaru Impreza 2.0I

Traverse City, MI

UnscoredInsufficient · 0
$4,213172,989 mi

Traverse City, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Kalkaska, MI

Fair PriceLimited · 19
$4,27996,839 mi

Market: $2,995 – $13,000

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Kalkaska, MI

2016 Ford Escape Titanium

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

2016 Ford Escape Titanium

Traverse City, MI

Unscored
$4,304140,475 mi

Comparison: 50 similar vehicles

Traverse City, MI

2012 Chrysler Town & Country Touring

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

2012 Chrysler Town & Country Touring

Traverse City, MI

Unscored
$4,304166,691 mi

Comparison: 13 similar vehicles

Traverse City, MI

2015 Dodge Journey R/T

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

2015 Dodge Journey R/T

Traverse City, MI

Unscored
$4,433128,688 mi

Comparison: 9 similar vehicles

Traverse City, MI

2018 Dodge Grand Caravan SE Plus

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

2018 Dodge Grand Caravan SE Plus

Traverse City, MI

Unscored
$4,466129,604 mi

Comparison: 15 similar vehicles

Traverse City, MI

2013 Volvo S60 T5

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

2013 Volvo S60 T5

Traverse City, MI

UnscoredInsufficient · 0
$4,47797,405 mi

Traverse City, MI

2015 Hyundai Sonata Limited

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

2015 Hyundai Sonata Limited

Kalkaska, MI

UnscoredInsufficient · 0
$4,480181,012 mi

Kalkaska, MI

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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. Mileage is never used to select comparables or adjust their prices. OAV withholds a verdict when mileage looks unreliable, or when higher-than-typical mileage, not a market discount, better explains a lower price. Over 120,000 miles, OAV still publishes Overpriced but withholds Great Deal and Fair Price: comparable cars usually have fewer miles, which can make those two verdicts misleading. 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

  • Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value.
  • 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.
  • Edmunds publishes car reviews and provides deal ratings on new and used listings.
  • iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale.
  • J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values.
  • TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers.

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 rating thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io rating, its eligibility or a listing's placement on OAV.io. Ratings are not guarantees of price or value, nor statements about a dealer in general.

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 route inbound buyer inquiries and control verified contact information.
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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