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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

4,660 listings found

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Cleveland, OH

UnscoredLimited · 13
$1,900182,429 mi

Comparison: 13 similar vehicles

Cleveland, OH

2008 Kia Spectra SX

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

2008 Kia Spectra SX

Mansfield, OH

UnscoredInsufficient · 0
$1,995166,845 mi

Mansfield, OH

2006 Saturn ION 2

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

2006 Saturn ION 2

Mansfield, OH

UnscoredInsufficient · 0
$1,995177,341 mi

Mansfield, OH

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Middleburg Heights, OH

UnscoredInsufficient · 3
$2,243132,266 mi

Comparison: 3 similar vehicles

Middleburg Heights, OH

2009 Pontiac G6

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

2009 Pontiac G6

Cleveland, OH

Fair PriceModerate · 23
$2,300Mileage not verified

Market: $1,999 – $7,441

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

Cleveland, OH

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Middleburg Heights, OH

UnscoredLimited · 15
$2,348159,227 mi

Comparison: 15 similar vehicles

Middleburg Heights, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Cleveland, OH

UnscoredModerate · 26
$2,400194,757 mi

Comparison: 26 similar vehicles

Cleveland, OH

2012 Honda Civic LX

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

2012 Honda Civic LX

Cleveland, OH

UnscoredLimited · 14
$2,400222,533 mi

Comparison: 14 similar vehicles

Cleveland, OH

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Cleveland, OH

UnscoredLimited · 7
$2,400141,733 mi

Comparison: 7 similar vehicles

Cleveland, OH

2012 Subaru Impreza 2.0I

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

2012 Subaru Impreza 2.0I

Cleveland, OH

UnscoredLimited · 5
$2,400150,859 mi

Comparison: 5 similar vehicles

Cleveland, OH

2010 Subaru Legacy I Premium

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

2010 Subaru Legacy I Premium

Cleveland, OH

UnscoredLimited · 6
$2,400154,530 mi

Comparison: 6 similar vehicles

Cleveland, OH

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Cleveland, OH

UnscoredLimited · 5
$2,400156,497 mi

Comparison: 5 similar vehicles

Cleveland, OH

2001 Pontiac Grand Prix GTP

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

2001 Pontiac Grand Prix GTP

Middleburg Heights, OH

UnscoredInsufficient · 0
$2,443162,297 mi

Middleburg Heights, OH

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Parma, OH

UnscoredLimited · 5
$2,495202,684 mi

Comparison: 5 similar vehicles

Parma, OH

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Parma, OH

UnscoredInsufficient · 0
$2,495189,706 mi

Parma, OH

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

North Ridgeville, OH

UnscoredLimited · 7
$2,495116,674 mi

Comparison: 7 similar vehicles

North Ridgeville, OH

2006 Mercedes-Benz E-Class E350

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

2006 Mercedes-Benz E-Class E350

North Ridgeville, OH

UnscoredLimited · 6
$2,495181,841 mi

Comparison: 6 similar vehicles

North Ridgeville, OH

2003 Lexus ES 300

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

2003 Lexus ES 300

North Ridgeville, OH

UnscoredInsufficient · 4
$2,495140,154 mi

Comparison: 4 similar vehicles

North Ridgeville, OH

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Cleveland, OH

UnscoredLimited · 7
$2,499130,543 mi

Comparison: 7 similar vehicles

Cleveland, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Ontario, OH

UnscoredLimited · 6
$2,500141,930 mi

Comparison: 6 similar vehicles

Ontario, OH

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Parma, OH

UnscoredInsufficient · 4
$2,500114,328 mi

Comparison: 4 similar vehicles

Parma, OH

No Photo

2009 Nissan Altima S

Cleveland, OH

UnscoredLimited · 16
$2,500131,826 mi

Comparison: 16 similar vehicles

Cleveland, OH

1998 Buick Park Avenue Base

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

1998 Buick Park Avenue Base

Medina, OH

UnscoredInsufficient · 0
$2,595Mileage not verified

Medina, OH

2007 Lexus ES 350

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

2007 Lexus ES 350

Cleveland, OH

UnscoredInsufficient · 3
$2,600184,795 mi

Comparison: 3 similar vehicles

Cleveland, OH

2008 Honda Civic LX

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

2008 Honda Civic LX

Columbia Station, OH

UnscoredInsufficient · 3
$2,750217,000 mi

Comparison: 3 similar vehicles

Columbia Station, OH

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Cleveland, OH

UnscoredLimited · 14
$2,900117,667 mi

Comparison: 14 similar vehicles

Cleveland, OH

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Cleveland, OH

UnscoredInsufficient · 4
$2,900134,932 mi

Comparison: 4 similar vehicles

Cleveland, OH

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Cleveland, OH

UnscoredLimited · 12
$2,900187,988 mi

Comparison: 12 similar vehicles

Cleveland, OH

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Cleveland, OH

UnscoredLimited · 6
$2,900109,583 mi

Comparison: 6 similar vehicles

Cleveland, OH

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Ontario, OH

UnscoredModerate · 39
$2,900162,529 mi

Comparison: 39 similar vehicles

Ontario, OH

2006 Buick Lucerne CX

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

2006 Buick Lucerne CX

Cleveland, OH

UnscoredInsufficient · 4
$2,900115,285 mi

Comparison: 4 similar vehicles

Cleveland, OH

2016 Nissan Altima S

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

2016 Nissan Altima S

Middleburg Heights, OH

UnscoredLimited · 11
$2,943174,042 mi

Comparison: 11 similar vehicles

Middleburg Heights, OH

2015 Kia Optima LX

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

2015 Kia Optima LX

Strongsville, OH

UnscoredLimited · 15
$2,94898,754 mi

Comparison: 15 similar vehicles

Strongsville, OH

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Lorain, OH

UnscoredInsufficient · 4
$2,950221,003 mi

Comparison: 4 similar vehicles

Lorain, OH

2016 Buick Regal Base

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

2016 Buick Regal Base

Cleveland, OH

UnscoredLimited · 14
$2,995194,377 mi

Comparison: 14 similar vehicles

Cleveland, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Mansfield, OH

UnscoredLimited · 6
$2,995130,736 mi

Comparison: 6 similar vehicles

Mansfield, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Mansfield, OH

UnscoredLimited · 6
$2,995113,367 mi

Comparison: 6 similar vehicles

Mansfield, OH

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Mansfield, OH

UnscoredRobust · 50
$2,995Mileage not verified

Comparison: 50 similar vehicles

Mansfield, OH

2013 Dodge Dart Rallye

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

2013 Dodge Dart Rallye

Mansfield, OH

UnscoredLimited · 11
$2,995160,008 mi

Comparison: 11 similar vehicles

Mansfield, OH

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

North Ridgeville, OH

UnscoredLimited · 7
$2,995139,096 mi

Comparison: 7 similar vehicles

North Ridgeville, OH

2012 Kia Optima LX

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

2012 Kia Optima LX

Mansfield, OH

UnscoredLimited · 9
$2,995250,937 mi

Comparison: 9 similar vehicles

Mansfield, OH

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Medina, OH

UnscoredModerate · 26
$2,995161,191 mi

Comparison: 26 similar vehicles

Medina, OH

2009 Ford Taurus Limited

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

2009 Ford Taurus Limited

North Ridgeville, OH

UnscoredInsufficient · 0
$2,995223,891 mi

North Ridgeville, OH

2007 Mercury Montego Premier

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

2007 Mercury Montego Premier

Medina, OH

UnscoredInsufficient · 0
$2,995118,155 mi

Medina, OH

2006 Mercury Milan Base

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

2006 Mercury Milan Base

Mansfield, OH

UnscoredInsufficient · 0
$2,99578,426 mi

Mansfield, OH

2005 Buick LeSabre Custom

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

2005 Buick LeSabre Custom

Parma, OH

UnscoredInsufficient · 0
$2,995144,398 mi

Parma, OH

2005 Mercury Grand Marquis GS

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

2005 Mercury Grand Marquis GS

Mansfield, OH

UnscoredInsufficient · 0
$2,995169,775 mi

Mansfield, OH

2002 Cadillac DeVille Base

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

2002 Cadillac DeVille Base

North Ridgeville, OH

UnscoredInsufficient · 0
$2,99589,398 mi

North Ridgeville, OH

2001 Lexus LS 430

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

2001 Lexus LS 430

Lakewood, OH

UnscoredInsufficient · 0
$2,995237,315 mi

Lakewood, OH

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Cleveland, OH

UnscoredLimited · 13
$2,999191,071 mi

Comparison: 13 similar vehicles

Cleveland, 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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