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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 10, 2026

7.3M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

7,822 listings found

2006 Mercury Milan Premier

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

2006 Mercury Milan Premier

Whitehall, MI

UnscoredInsufficient · 0
$1,500208,360 mi

Whitehall, MI

2004 GMC Envoy SLT

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

2004 GMC Envoy SLT

Muskegon, MI

Unscored
$1,800235,525 mi

Comparison: 6 similar vehicles

Muskegon, MI

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Howard City, MI

Unscored
$1,995364,505 mi

Comparison: 24 similar vehicles

Howard City, MI

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Greenville, MI

UnscoredInsufficient · 0
$1,995170,550 mi

Greenville, MI

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Lakeview, MI

Unscored
$1,995428,500 mi

Comparison: 14 similar vehicles

Lakeview, MI

2006 Subaru Outback I

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

2006 Subaru Outback I

Alma, MI

UnscoredInsufficient · 0
$2,478241,875 mi

Alma, MI

2013 Chevrolet Cruze ECO

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

2013 Chevrolet Cruze ECO

Mount Pleasant, MI

UnscoredInsufficient · 0
$2,500191,183 mi

Mount Pleasant, 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

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Clare, MI

Unscored
$2,595239,004 mi

Comparison: 35 similar vehicles

Clare, MI

2015 Chrysler Town & Country Touring

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

2015 Chrysler Town & Country Touring

Whitehall, MI

Unscored
$2,700171,606 mi

Comparison: 80 similar vehicles

Whitehall, MI

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

St. Louis, MI

Unscored
$2,715178,435 mi

Comparison: 7 similar vehicles

St. Louis, MI

2009 Chrysler Town & Country Touring

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

2009 Chrysler Town & Country Touring

Muskegon, MI

Unscored
$2,900191,488 mi

Comparison: 33 similar vehicles

Muskegon, MI

2001 GMC Yukon XL SLE

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

2001 GMC Yukon XL SLE

Muskegon, MI

UnscoredInsufficient · 0
$2,970271,488 mi

Muskegon, MI

2011 Jeep Grand Cherokee Overland

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

2011 Jeep Grand Cherokee Overland

Clare, MI

UnscoredInsufficient · 3
$2,975201,366 mi

Comparison: 3 similar vehicles

Clare, 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

2009 Pontiac Vibe GT

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

2009 Pontiac Vibe GT

Lakeview, MI

Unscored
$2,995220,350 mi

Comparison: 6 similar vehicles

Lakeview, MI

2008 Nissan Altima S

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

2008 Nissan Altima S

Howard City, MI

Unscored
$2,995201,719 mi

Comparison: 9 similar vehicles

Howard City, MI

2006 Ford F-150 XL

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

2006 Ford F-150 XL

St. Louis, MI

Unscored
$2,995186,524 mi

Comparison: 6 similar vehicles

St. Louis, MI

2005 GMC Envoy XL SLE

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

2005 GMC Envoy XL SLE

Howard City, MI

UnscoredInsufficient · 0
$2,995169,529 mi

Howard City, MI

2004 Honda Accord EX

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

2004 Honda Accord EX

Cedar Springs, MI

Unscored
$2,995258,000 mi

Comparison: 11 similar vehicles

Cedar Springs, MI

2003 Honda Accord EX

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

2003 Honda Accord EX

Lakeview, MI

Unscored
$2,995208,300 mi

Comparison: 10 similar vehicles

Lakeview, MI

2012 Lincoln MKZ Hybrid

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

2012 Lincoln MKZ Hybrid

Mount Pleasant, MI

UnscoredInsufficient · 0
$3,000360,030 mi

Mount Pleasant, MI

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Stanton, MI

Unscored
$3,000246,901 mi

Comparison: 50 similar vehicles

Stanton, 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: 13 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: 11 similar vehicles

Cadillac, MI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Howard City, MI

Unscored
$3,495147,394 mi

Comparison: 33 similar vehicles

Howard City, MI

2009 Lexus RX 350

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

2009 Lexus RX 350

Howard City, MI

Unscored
$3,495313,376 mi

Comparison: 17 similar vehicles

Howard City, MI

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Howard City, MI

Unscored
$3,595217,491 mi

Comparison: 21 similar vehicles

Howard 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

Clare, MI

Unscored
$3,595215,049 mi

Comparison: 39 similar vehicles

Clare, MI

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Ravenna, MI

Unscored
$3,599175,300 mi

Comparison: 5 similar vehicles

Ravenna, MI

2017 Dodge Grand Caravan SXT

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

2017 Dodge Grand Caravan SXT

Greenville, MI

Unscored
$3,814200,558 mi

Comparison: 5 similar vehicles

Greenville, MI

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Greenville, MI

Unscored
$3,814283,809 mi

Comparison: 19 similar vehicles

Greenville, MI

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Muskegon, MI

UnscoredInsufficient · 3
$3,962219,806 mi

Comparison: 3 similar vehicles

Muskegon, MI

2011 Dodge Grand Caravan Crew

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

2011 Dodge Grand Caravan Crew

Greenville, MI

Unscored
$3,964236,017 mi

Comparison: 20 similar vehicles

Greenville, 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: 8 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: 17 similar vehicles

Cadillac, MI

2015 Ford Escape SE

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

2015 Ford Escape SE

St. Louis, MI

Unscored
$3,995278,038 mi

Comparison: 138 similar vehicles

St. Louis, MI

2013 Chevrolet Traverse 1LT

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

2013 Chevrolet Traverse 1LT

Clare, MI

Unscored
$3,995219,908 mi

Comparison: 19 similar vehicles

Clare, MI

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Howard City, MI

Unscored
$3,995180,636 mi

Comparison: 65 similar vehicles

Howard City, MI

2012 Hyundai Veloster Base

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

2012 Hyundai Veloster Base

Howard City, MI

Unscored
$3,995207,153 mi

Comparison: 6 similar vehicles

Howard City, MI

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Howard City, MI

Unscored
$3,995136,388 mi

Comparison: 41 similar vehicles

Howard City, MI

2007 Ford Fusion SEL

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

2007 Ford Fusion SEL

Howard City, MI

UnscoredInsufficient · 3
$3,995113,158 mi

Comparison: 3 similar vehicles

Howard City, MI

2001 Ford Econoline

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

2001 Ford Econoline

Howard City, MI

UnscoredInsufficient · 0
$3,995104,136 mi

Howard City, MI

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Muskegon, MI

Unscored
$4,000129,401 mi

Comparison: 5 similar vehicles

Muskegon, MI

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Muskegon, MI

Unscored
$4,250240,645 mi

Comparison: 26 similar vehicles

Muskegon, MI

2008 GMC Yukon XL

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

2008 GMC Yukon XL

Mount Pleasant, MI

UnscoredInsufficient · 0
$4,275213,492 mi

Mount Pleasant, MI

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Muskegon, MI

Unscored
$4,295206,359 mi

Comparison: 9 similar vehicles

Muskegon, MI

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Ravenna, MI

Unscored
$4,299156,000 mi

Comparison: 7 similar vehicles

Ravenna, MI

2002 Mazda Tribute LX

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

2002 Mazda Tribute LX

Rockford, MI

UnscoredInsufficient · 0
$4,308190,060 mi

Rockford, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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