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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

2,713 listings found

2005 Nissan Altima S

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

2005 Nissan Altima S

Orrville, OH

UnscoredLimited · 9
$1,943201,541 mi

Comparison: 9 similar vehicles

Orrville, 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

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

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

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Mount Vernon, OH

UnscoredLimited · 7
$2,500251,235 mi

Comparison: 7 similar vehicles

Mount Vernon, OH

No Photo

1998 Oldsmobile 88 LS

Marion, OH

UnscoredInsufficient · 0
$2,500Mileage not verified

Marion, 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

2011 Hyundai Elantra GLS

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

2011 Hyundai Elantra GLS

Orrville, OH

UnscoredLimited · 7
$2,648205,774 mi

Comparison: 7 similar vehicles

Orrville, 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

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

2010 Kia Forte EX

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

2010 Kia Forte EX

Orrville, OH

UnscoredLimited · 9
$2,948124,305 mi

Comparison: 9 similar vehicles

Orrville, 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 Toyota Corolla CE

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

2005 Toyota Corolla CE

Canal Fulton, OH

UnscoredInsufficient · 3
$2,995226,779 mi

Comparison: 3 similar vehicles

Canal Fulton, 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

2008 Kia Optima LX

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

2008 Kia Optima LX

Ontario, OH

UnscoredInsufficient · 4
$3,000Mileage not verified

Comparison: 4 similar vehicles

Ontario, OH

No Photo

1999 Saturn S-Series Base

North Ridgeville, OH

UnscoredInsufficient · 0
$3,295103,201 mi

North Ridgeville, OH

2011 Honda Civic HYBRID

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

2011 Honda Civic HYBRID

Orrville, OH

UnscoredInsufficient · 0
$3,348184,760 mi

Orrville, OH

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Bucyrus, OH

Fair PriceLimited · 12
$3,45099,615 mi

Market: $3,599 – $7,995

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 9 days listed (based on current market benchmarks)

Bucyrus, OH

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Bucyrus, OH

UnscoredLimited · 9
$3,450110,759 mi

Comparison: 9 similar vehicles

Bucyrus, OH

2005 Subaru Legacy GT

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

2005 Subaru Legacy GT

Bucyrus, OH

UnscoredInsufficient · 0
$3,450225,382 mi

Bucyrus, OH

2006 Chevrolet Malibu LT

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

2006 Chevrolet Malibu LT

Newark, OH

UnscoredInsufficient · 0
$3,490125,470 mi

Newark, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

North Ridgeville, OH

UnscoredModerate · 20
$3,495127,288 mi

Comparison: 20 similar vehicles

North Ridgeville, OH

2012 Chevrolet Cruze 1FL

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

2012 Chevrolet Cruze 1FL

North Ridgeville, OH

UnscoredInsufficient · 4
$3,495187,379 mi

Comparison: 4 similar vehicles

North Ridgeville, OH

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

North Ridgeville, OH

UnscoredLimited · 9
$3,495203,068 mi

Comparison: 9 similar vehicles

North Ridgeville, OH

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Medina, OH

UnscoredLimited · 9
$3,495173,811 mi

Comparison: 9 similar vehicles

Medina, OH

2006 Ford Focus ZX4 S

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

2006 Ford Focus ZX4 S

North Ridgeville, OH

Salvage title
$3,49576,704 mi

North Ridgeville, OH

2006 Toyota Camry Standard

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

2006 Toyota Camry Standard

Medina, OH

UnscoredInsufficient · 3
$3,495220,564 mi

Comparison: 3 similar vehicles

Medina, OH

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Rittman, OH

UnscoredInsufficient · 3
$3,498165,674 mi

Comparison: 3 similar vehicles

Rittman, OH

2013 Ford Focus S

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

2013 Ford Focus S

Ontario, OH

UnscoredInsufficient · 3
$3,500174,000 mi

Comparison: 3 similar vehicles

Ontario, OH

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Ontario, OH

UnscoredRobust · 78
$3,500140,692 mi

Comparison: 78 similar vehicles

Ontario, OH

2012 Dodge Avenger SXT

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

2012 Dodge Avenger SXT

Mansfield, OH

UnscoredLimited · 12
$3,695165,039 mi

Comparison: 12 similar vehicles

Mansfield, OH

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Bucyrus, OH

UnscoredRobust · 137
$3,750170,353 mi

Comparison: 137 similar vehicles

Bucyrus, OH

2015 Chrysler 200 C

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

2015 Chrysler 200 C

Ontario, OH

UnscoredRobust · 50
$3,900204,576 mi

Comparison: 50 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

Bucyrus, OH

UnscoredRobust · 65
$3,900205,349 mi

Comparison: 65 similar vehicles

Bucyrus, OH

2013 Ford Focus SE

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

2013 Ford Focus SE

Delaware, OH

UnscoredLimited · 5
$3,939230,812 mi

Comparison: 5 similar vehicles

Delaware, OH

2014 Nissan Sentra S

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

2014 Nissan Sentra S

Columbia Station, OH

Salvage title
$3,950129,000 mi

Columbia Station, OH

2014 Ford Taurus SEL

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

2014 Ford Taurus SEL

Newark, OH

UnscoredLimited · 18
$3,990218,950 mi

Comparison: 18 similar vehicles

Newark, 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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