Skip to main content
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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

1,098 listings found

2005 Pontiac Vibe Base

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

2005 Pontiac Vibe Base

Cleveland, OH

UnscoredInsufficient · 4
$2,900186,548 mi

Comparison: 4 similar vehicles

Cleveland, OH

2009 Hyundai Elantra Touring

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

2009 Hyundai Elantra Touring

Hamilton, OH

UnscoredInsufficient · 0
$2,950183,497 mi

Hamilton, OH

2011 Volkswagen Jetta SportWagen TDI

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

2011 Volkswagen Jetta SportWagen TDI

Eastlake, OH

UnscoredModerate · 26
$2,995235,199 mi

Comparison: 26 similar vehicles

Eastlake, OH

No Photo

2011 Hyundai Elantra Touring GLS

Hamilton, OH

UnscoredModerate · 21
$2,995120,500 mi

Comparison: 21 similar vehicles

Hamilton, OH

2008 Volvo V70 3.2

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

2008 Volvo V70 3.2

Youngstown, OH

UnscoredInsufficient · 0
$2,995233,577 mi

Youngstown, OH

2000 Volvo V70 GLT A

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

2000 Volvo V70 GLT A

Lancaster, OH

UnscoredInsufficient · 0
$3,000139,800 mi

Lancaster, OH

2005 Subaru Outback I

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

2005 Subaru Outback I

Willoughby, OH

UnscoredInsufficient · 0
$3,245146,000 mi

Willoughby, OH

2014 Volkswagen Jetta SportWagen TDI

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

2014 Volkswagen Jetta SportWagen TDI

Milford, OH

UnscoredLimited · 15
$3,299223,400 mi

Comparison: 15 similar vehicles

Milford, OH

2005 Subaru Outback I

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

2005 Subaru Outback I

Akron, OH

UnscoredInsufficient · 0
$3,370164,641 mi

Akron, OH

2004 Ford Taurus SEL

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

2004 Ford Taurus SEL

Cleveland, OH

UnscoredInsufficient · 0
$3,40079,475 mi

Cleveland, OH

2003 Pontiac Vibe Base

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

2003 Pontiac Vibe Base

Akron, OH

UnscoredInsufficient · 3
$3,465218,606 mi

Comparison: 3 similar vehicles

Akron, OH

2010 Pontiac Vibe Base

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

2010 Pontiac Vibe Base

Maple Heights, OH

UnscoredInsufficient · 3
$3,500182,631 mi

Comparison: 3 similar vehicles

Maple Heights, OH

2009 Pontiac Vibe Base

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

2009 Pontiac Vibe Base

Youngstown, OH

UnscoredLimited · 16
$3,500126,423 mi

Comparison: 16 similar vehicles

Youngstown, OH

2007 Pontiac Vibe Base

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

2007 Pontiac Vibe Base

Akron, OH

UnscoredInsufficient · 0
$3,500224,927 mi

Akron, OH

2005 Toyota Matrix Base

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

2005 Toyota Matrix Base

Columbus, OH

UnscoredInsufficient · 0
$3,500203,709 mi

Columbus, OH

2005 Subaru Outback R L.L. Bean

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

2005 Subaru Outback R L.L. Bean

Canton, OH

UnscoredInsufficient · 0
$3,500245,796 mi

Canton, OH

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Tipp City, OH

UnscoredModerate · 28
$3,790166,785 mi

Comparison: 28 similar vehicles

Tipp City, OH

2009 Pontiac Vibe Base

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

2009 Pontiac Vibe Base

Goshen, OH

UnscoredInsufficient · 0
$3,795183,769 mi

Goshen, OH

2010 Hyundai Elantra Touring GLS

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

2010 Hyundai Elantra Touring GLS

Columbus, OH

UnscoredInsufficient · 0
$3,800181,920 mi

Columbus, OH

2010 Toyota Matrix S

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

2010 Toyota Matrix S

Barberton, OH

UnscoredLimited · 6
$3,900208,784 mi

Comparison: 6 similar vehicles

Barberton, OH

2009 Volkswagen Passat Komfort

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

2009 Volkswagen Passat Komfort

Akron, OH

UnscoredInsufficient · 0
$3,900157,987 mi

Akron, OH

2009 Volkswagen Jetta SE

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

2009 Volkswagen Jetta SE

Carlisle, OH

UnscoredInsufficient · 3
$3,976139,024 mi

Comparison: 3 similar vehicles

Carlisle, OH

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Ashtabula, OH

Fair PriceModerate · 28
$3,995176,769 mi

Market: $3,500 – $8,993

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Ashtabula, OH

2009 Volvo XC70 3.2

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

2009 Volvo XC70 3.2

Lowellville, OH

UnscoredInsufficient · 0
$3,995183,379 mi

Lowellville, OH

2006 Pontiac Vibe Base

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

2006 Pontiac Vibe Base

Youngstown, OH

UnscoredInsufficient · 0
$3,995141,157 mi

Youngstown, OH

2006 Saab 9-3 2.0T

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

2006 Saab 9-3 2.0T

Akron, OH

UnscoredInsufficient · 0
$3,995134,886 mi

Akron, OH

2004 Volvo XC70 2.5T

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

2004 Volvo XC70 2.5T

Akron, OH

UnscoredInsufficient · 0
$3,995127,334 mi

Akron, OH

2009 Hyundai Elantra Touring

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

2009 Hyundai Elantra Touring

Poland, OH

UnscoredInsufficient · 0
$3,998176,765 mi

Poland, OH

2012 Subaru Outback Premium

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

2012 Subaru Outback Premium

Columbus, OH

UnscoredLimited · 5
$3,999173,000 mi

Comparison: 5 similar vehicles

Columbus, OH

2011 Hyundai Elantra Touring SE

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

2011 Hyundai Elantra Touring SE

Cleveland, OH

UnscoredInsufficient · 4
$3,999156,203 mi

Comparison: 4 similar vehicles

Cleveland, OH

2010 Subaru Outback I Premium

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

2010 Subaru Outback I Premium

North Canton, OH

UnscoredInsufficient · 0
$3,999193,520 mi

North Canton, OH

2006 Toyota Matrix Base

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

2006 Toyota Matrix Base

Columbus, OH

UnscoredInsufficient · 0
$3,999212,627 mi

Columbus, OH

2015 Subaru Outback Limited

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

2015 Subaru Outback Limited

Perry, OH

UnscoredModerate · 39
$4,168200,000 mi

Comparison: 39 similar vehicles

Perry, OH

2016 Volkswagen Golf SportWagen TSI SE

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

2016 Volkswagen Golf SportWagen TSI SE

Akron, OH

UnscoredLimited · 5
$4,400175,834 mi

Comparison: 5 similar vehicles

Akron, OH

2009 Pontiac Vibe Base

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

2009 Pontiac Vibe Base

Youngstown, OH

Fair PriceLimited · 16
$4,450135,207 mi

Market: $3,500 – $10,485

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Youngstown, OH

2011 Volkswagen Jetta SportWagen SE

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

2011 Volkswagen Jetta SportWagen SE

Carlisle, OH

Salvage title
$4,650180,134 mi

Carlisle, OH

2008 Subaru Outback 2.5i

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

2008 Subaru Outback 2.5i

Akron, OH

UnscoredInsufficient · 0
$4,699108,731 mi

Akron, OH

2009 Subaru Outback 2.5i

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

2009 Subaru Outback 2.5i

Cincinnati, OH

UnscoredInsufficient · 0
$4,826134,651 mi

Cincinnati, OH

2013 Subaru Outback Limited

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

2013 Subaru Outback Limited

Massillon, OH

UnscoredModerate · 23
$4,885199,658 mi

Comparison: 23 similar vehicles

Massillon, OH

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Girard, OH

UnscoredInsufficient · 4
$4,900178,720 mi

Comparison: 4 similar vehicles

Girard, OH

2008 Volvo XC70 3.2

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

2008 Volvo XC70 3.2

Youngstown, OH

UnscoredInsufficient · 3
$4,950185,000 mi

Comparison: 3 similar vehicles

Youngstown, OH

2011 Subaru Outback 2.5i

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

2011 Subaru Outback 2.5i

Ashtabula, OH

UnscoredInsufficient · 4
$4,977132,977 mi

Comparison: 4 similar vehicles

Ashtabula, OH

2012 Subaru Outback Premium

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

2012 Subaru Outback Premium

Uniontown, OH

Salvage title
$4,995163,426 mi

Uniontown, OH

2012 Subaru Outback Premium

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

2012 Subaru Outback Premium

Zanesville, OH

UnscoredLimited · 5
$4,995193,239 mi

Comparison: 5 similar vehicles

Zanesville, OH

2011 Subaru Outback I Limited

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

2011 Subaru Outback I Limited

Youngstown, OH

UnscoredLimited · 6
$4,995204,563 mi

Comparison: 6 similar vehicles

Youngstown, OH

2010 Hyundai Elantra Touring GLS

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

2010 Hyundai Elantra Touring GLS

Wickliffe, OH

UnscoredInsufficient · 0
$4,995115,891 mi

Wickliffe, OH

2006 Subaru Outback I

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

2006 Subaru Outback I

Medina, OH

UnscoredInsufficient · 0
$4,995148,033 mi

Medina, OH

2005 Subaru Legacy I

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

2005 Subaru Legacy I

Dayton, OH

UnscoredInsufficient · 0
$4,995205,393 mi

Dayton, OH

2005 Jaguar X-Type Base

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

2005 Jaguar X-Type Base

Hillsboro, OH

UnscoredInsufficient · 0
$4,995102,939 mi

Hillsboro, OH

2002 Audi Allroad quattro Base

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

2002 Audi Allroad quattro Base

Youngstown, OH

UnscoredInsufficient · 0
$4,995141,758 mi

Youngstown, OH

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.