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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

26,562 listings found

1997 Oldsmobile Aurora

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

1997 Oldsmobile Aurora

Butler, IN

UnscoredInsufficient · 0
$1,295360,000 mi

Butler, IN

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: 57 similar vehicles

Oregon, OH

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Adrian, MI

Unscored
$1,800205,670 mi

Comparison: 20 similar vehicles

Adrian, MI

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

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Adrian, MI

UnscoredInsufficient · 3
$1,800199,999 mi

Comparison: 3 similar vehicles

Adrian, 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

Adrian, MI

Unscored
$1,800162,547 mi

Comparison: 5 similar vehicles

Adrian, MI

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Adrian, MI

Unscored
$1,800194,778 mi

Comparison: 18 similar vehicles

Adrian, MI

2011 Dodge Avenger Mainstreet

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

2011 Dodge Avenger Mainstreet

Adrian, MI

Unscored
$1,850243,932 mi

Comparison: 10 similar vehicles

Adrian, MI

2013 Ford Focus SE

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

2013 Ford Focus SE

Adrian, MI

Unscored
$1,900208,211 mi

Comparison: 12 similar vehicles

Adrian, 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

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Erie, MI

UnscoredInsufficient · 3
$1,995205,000 mi

Comparison: 3 similar vehicles

Erie, MI

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Auburn, IN

UnscoredInsufficient · 0
$1,999225,991 mi

Auburn, IN

No Photo

2012 Ford Fusion S

Auburn, IN

Salvage title
$2,000180,000 mi

Auburn, IN

2005 Pontiac Grand Prix GT

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

2005 Pontiac Grand Prix GT

Auburn, IN

UnscoredInsufficient · 0
$2,000275,022 mi

Auburn, IN

No Photo

2007 Honda Odyssey EX

Adrian, MI

UnscoredInsufficient · 3
$2,100213,815 mi

Comparison: 3 similar vehicles

Adrian, MI

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Adrian, MI

Unscored
$2,200201,556 mi

Comparison: 8 similar vehicles

Adrian, MI

2010 Buick LaCrosse CXL

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

2010 Buick LaCrosse CXL

Adrian, MI

Unscored
$2,200263,682 mi

Comparison: 20 similar vehicles

Adrian, MI

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

Bryan, OH

UnscoredInsufficient · 4
$2,225179,686 mi

Comparison: 4 similar vehicles

Bryan, OH

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

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Adrian, MI

Salvage title
$2,400138,836 mi

Adrian, MI

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Adrian, MI

UnscoredInsufficient · 3
$2,400146,966 mi

Comparison: 3 similar vehicles

Adrian, MI

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Defiance, OH

Unscored
$2,499199,547 mi

Comparison: 18 similar vehicles

Defiance, OH

2008 Ford Fusion SEL

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

2008 Ford Fusion SEL

Adrian, MI

Unscored
$2,500179,728 mi

Comparison: 8 similar vehicles

Adrian, MI

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Defiance, OH

UnscoredInsufficient · 3
$2,500325,081 mi

Comparison: 3 similar vehicles

Defiance, OH

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
$2,650206,339 mi

Comparison: 16 similar vehicles

Toledo, OH

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

Butler, IN

Unscored
$2,695237,226 mi

Comparison: 7 similar vehicles

Butler, IN

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Adrian, MI

Unscored
$2,800164,631 mi

Comparison: 68 similar vehicles

Adrian, MI

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Michigan Center, MI

Unscored
$2,800187,127 mi

Comparison: 22 similar vehicles

Michigan Center, MI

2010 Pontiac G6

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

2010 Pontiac G6

Antwerp, OH

Unscored
$2,895167,118 mi

Comparison: 5 similar vehicles

Antwerp, OH

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

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Adrian, MI

UnscoredInsufficient · 3
$2,900362,066 mi

Comparison: 3 similar vehicles

Adrian, MI

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Adrian, MI

UnscoredInsufficient · 3
$2,900205,874 mi

Comparison: 3 similar vehicles

Adrian, MI

1998 GMC Savana

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

1998 GMC Savana

Auburn, IN

UnscoredInsufficient · 0
$2,900260,258 mi

Auburn, IN

2015 Nissan Versa Note SV

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

2015 Nissan Versa Note SV

Defiance, OH

Unscored
$2,916200,323 mi

Comparison: 22 similar vehicles

Defiance, OH

2016 Chevrolet Traverse LS

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

2016 Chevrolet Traverse LS

Toledo, OH

Unscored
$2,995261,504 mi

Comparison: 23 similar vehicles

Toledo, OH

2014 Ford Escape SE

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

2014 Ford Escape SE

Erie, MI

UnscoredInsufficient · 3
$2,995182,000 mi

Comparison: 3 similar vehicles

Erie, MI

2008 Dodge Grand Caravan SE

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

2008 Dodge Grand Caravan SE

Butler, IN

Fair PriceLimited · 12
$2,995Mileage not verified

Market: $1,500 – $6,194

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 221 days listed (based on current market benchmarks)

Butler, IN

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Butler, IN

Unscored
$2,995259,048 mi

Comparison: 32 similar vehicles

Butler, IN

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Perrysburg, OH

Unscored
$2,995265,200 mi

Comparison: 29 similar vehicles

Perrysburg, OH

2004 Chevrolet Malibu LT

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

2004 Chevrolet Malibu LT

Toledo, OH

Fair PriceLimited · 11
$2,995116,000 mi

Market: $2,495 – $7,051

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Toledo, OH

2000 Toyota Avalon XL

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

2000 Toyota Avalon XL

Bowling Green, OH

UnscoredInsufficient · 3
$2,995283,835 mi

Comparison: 3 similar vehicles

Bowling Green, OH

2011 Chrysler Town & Country Touring

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

2011 Chrysler Town & Country Touring

Perrysburg, OH

Unscored
$2,999229,005 mi

Comparison: 44 similar vehicles

Perrysburg, OH

2010 Ford Focus SE

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

2010 Ford Focus SE

Perrysburg, OH

UnscoredInsufficient · 3
$2,999140,365 mi

Comparison: 3 similar vehicles

Perrysburg, OH

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Toledo, OH

Unscored
$2,999171,423 mi

Comparison: 5 similar vehicles

Toledo, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Perrysburg, OH

Unscored
$2,999267,304 mi

Comparison: 81 similar vehicles

Perrysburg, OH

2009 Honda CR-V EX

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

2009 Honda CR-V EX

Toledo, OH

Unscored
$2,999271,469 mi

Comparison: 44 similar vehicles

Toledo, OH

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Toledo, OH

Unscored
$2,999191,908 mi

Comparison: 9 similar vehicles

Toledo, OH

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Toledo, OH

UnscoredInsufficient · 3
$2,999215,065 mi

Comparison: 3 similar vehicles

Toledo, OH

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
$2,999208,694 mi

Toledo, OH

2011 Ford Focus SE

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

2011 Ford Focus SE

Toledo, OH

Unscored
$3,000133,000 mi

Comparison: 10 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 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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