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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

50,000+ listings found(add a location or filter to narrow results)

2004 Pontiac Grand Am GT

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

2004 Pontiac Grand Am GT

Carleton, MI

UnscoredInsufficient · 0
$1,595358,129 mi

Carleton, MI

1999 Pontiac Grand Am SE2

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

1999 Pontiac Grand Am SE2

Carleton, MI

UnscoredInsufficient · 0
$1,595137,360 mi

Carleton, MI

2005 Subaru Forester X

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

2005 Subaru Forester X

Dearborn, MI

UnscoredInsufficient · 0
$1,630239,119 mi

Dearborn, MI

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Oregon, OH

Unscored
$1,700204,770 mi

Comparison: 49 similar vehicles

Oregon, OH

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Oregon, OH

UnscoredInsufficient · 3
$1,800195,584 mi

Comparison: 3 similar vehicles

Oregon, OH

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Ann Arbor, MI

UnscoredInsufficient · 0
$1,900277,446 mi

Ann Arbor, MI

2005 Chevrolet Colorado

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

2005 Chevrolet Colorado

Oregon, OH

UnscoredInsufficient · 0
$1,900274,829 mi

Oregon, OH

2006 Chrysler PT Cruiser Base

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

2006 Chrysler PT Cruiser Base

Toledo, OH

UnscoredInsufficient · 3
$1,948142,910 mi

Comparison: 3 similar vehicles

Toledo, OH

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

River Rouge, MI

Unscored
$1,995231,923 mi

Comparison: 12 similar vehicles

River Rouge, MI

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

River Rouge, MI

UnscoredInsufficient · 0
$1,995227,522 mi

River Rouge, MI

No Photo

2009 Ford Escape XLT

Carleton, MI

Unscored
$1,995161,056 mi

Comparison: 19 similar vehicles

Carleton, MI

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Carleton, MI

UnscoredInsufficient · 3
$1,995186,987 mi

Comparison: 3 similar vehicles

Carleton, 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

Flat Rock, MI

Unscored
$1,995233,000 mi

Comparison: 7 similar vehicles

Flat Rock, MI

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Flat Rock, MI

Unscored
$1,995177,621 mi

Comparison: 8 similar vehicles

Flat Rock, MI

2005 Ford Ranger Edge

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

2005 Ford Ranger Edge

Flat Rock, MI

UnscoredInsufficient · 0
$1,995303,541 mi

Flat Rock, MI

2004 Ford Econoline Van Commercial

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

2004 Ford Econoline Van Commercial

Flat Rock, MI

UnscoredInsufficient · 4
$1,995219,000 mi

Comparison: 4 similar vehicles

Flat Rock, MI

2003 Ford Explorer NBX

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

2003 Ford Explorer NBX

Flat Rock, MI

UnscoredInsufficient · 0
$1,995161,000 mi

Flat Rock, MI

2011 Ford Edge SE

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

2011 Ford Edge SE

Toledo, OH

Unscored
$2,000206,339 mi

Comparison: 19 similar vehicles

Toledo, OH

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

River Rouge, MI

Unscored
$2,195208,624 mi

Comparison: 6 similar vehicles

River Rouge, MI

2003 Mercury Mountaineer Base

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

2003 Mercury Mountaineer Base

Ann Arbor, MI

UnscoredInsufficient · 0
$2,214168,386 mi

Ann Arbor, MI

2006 Ford Five Hundred SEL

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

2006 Ford Five Hundred SEL

Woodhaven, MI

UnscoredInsufficient · 0
$2,250135,111 mi

Woodhaven, MI

2009 Hyundai Sonata LIMITED

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

2009 Hyundai Sonata LIMITED

Dearborn, MI

UnscoredInsufficient · 4
$2,275187,287 mi

Comparison: 4 similar vehicles

Dearborn, MI

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Ann Arbor, MI

UnscoredInsufficient · 3
$2,289149,345 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2005 Ford Freestyle Limited

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

2005 Ford Freestyle Limited

Fostoria, OH

UnscoredInsufficient · 0
$2,292215,256 mi

Fostoria, OH

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Westland, MI

Unscored
$2,308256,365 mi

Comparison: 6 similar vehicles

Westland, MI

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Westland, MI

Unscored
$2,313162,917 mi

Comparison: 10 similar vehicles

Westland, 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

Flat Rock, MI

Unscored
$2,400230,385 mi

Comparison: 15 similar vehicles

Flat Rock, MI

1999 Ford Mustang Base

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

1999 Ford Mustang Base

Ecorse, MI

UnscoredInsufficient · 0
$2,488208,798 mi

Ecorse, MI

2015 Dodge Journey SE

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

2015 Dodge Journey SE

River Rouge, MI

UnscoredInsufficient · 3
$2,495224,136 mi

Comparison: 3 similar vehicles

River Rouge, MI

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

River Rouge, MI

Unscored
$2,495224,655 mi

Comparison: 13 similar vehicles

River Rouge, MI

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Lincoln Park, MI

Unscored
$2,499153,061 mi

Comparison: 7 similar vehicles

Lincoln Park, MI

2014 Ford Fusion Titanium

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

2014 Ford Fusion Titanium

Flat Rock, MI

Unscored
$2,500296,000 mi

Comparison: 14 similar vehicles

Flat Rock, MI

2006 Chevrolet Aveo LS

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

2006 Chevrolet Aveo LS

Flat Rock, MI

UnscoredInsufficient · 0
$2,500112,050 mi

Flat Rock, MI

2008 Lexus ES 350

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

2008 Lexus ES 350

Westland, MI

Unscored
$2,514248,948 mi

Comparison: 5 similar vehicles

Westland, MI

2002 GMC Sierra 1500 Standard

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

2002 GMC Sierra 1500 Standard

Bowling Green, OH

UnscoredInsufficient · 0
$2,550199,206 mi

Bowling Green, OH

2005 Chevrolet Equinox LT

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

2005 Chevrolet Equinox LT

Wayne, MI

Unscored
$2,595180,000 mi

Comparison: 9 similar vehicles

Wayne, MI

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Findlay, OH

UnscoredInsufficient · 4
$2,657260,299 mi

Comparison: 4 similar vehicles

Findlay, OH

2015 Dodge Grand Caravan SE

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

2015 Dodge Grand Caravan SE

River Rouge, MI

Unscored
$2,695225,720 mi

Comparison: 10 similar vehicles

River Rouge, MI

2010 Chrysler Town & Country LX

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

2010 Chrysler Town & Country LX

Inkster, MI

Unscored
$2,699176,268 mi

Comparison: 5 similar vehicles

Inkster, MI

2003 Pontiac Bonneville SLE

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

2003 Pontiac Bonneville SLE

Toledo, OH

UnscoredInsufficient · 0
$2,750208,694 mi

Toledo, OH

2007 Ford Fusion S

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

2007 Ford Fusion S

Dearborn, MI

UnscoredInsufficient · 0
$2,780225,153 mi

Dearborn, MI

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

River Rouge, MI

Unscored
$2,795134,467 mi

Comparison: 6 similar vehicles

River Rouge, MI

2005 GMC Envoy SLE

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

2005 GMC Envoy SLE

Wayne, MI

UnscoredInsufficient · 4
$2,795186,000 mi

Comparison: 4 similar vehicles

Wayne, MI

2009 Chrysler PT Cruiser Touring Edition

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

2009 Chrysler PT Cruiser Touring Edition

Ann Arbor, MI

UnscoredInsufficient · 0
$2,814115,479 mi

Ann Arbor, MI

2008 Ford Edge SE

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

2008 Ford Edge SE

Bellevue, OH

UnscoredInsufficient · 4
$2,850281,333 mi

Comparison: 4 similar vehicles

Bellevue, OH

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Plymouth, MI

Unscored
$2,867167,716 mi

Comparison: 30 similar vehicles

Plymouth, MI

2009 Chevrolet Impala LS

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

2009 Chevrolet Impala LS

Wayne, MI

Unscored
$2,895170,000 mi

Comparison: 6 similar vehicles

Wayne, MI

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Wayne, MI

Unscored
$2,895190,000 mi

Comparison: 13 similar vehicles

Wayne, MI

2013 Subaru Outback Premium

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

2013 Subaru Outback Premium

Wayne, MI

Unscored
$2,900212,962 mi

Comparison: 33 similar vehicles

Wayne, MI

2011 Kia Rio LX

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

2011 Kia Rio LX

Toledo, OH

UnscoredInsufficient · 3
$2,900178,800 mi

Comparison: 3 similar vehicles

Toledo, OH

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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