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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 7, 2026

7.1M+

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

187 listings found

2005 Honda Civic LX

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

2005 Honda Civic LX

Bear, DE

Unscored
$4,590183,183 mi

Comparison: 5 similar vehicles

Bear, DE

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

Bear, DE

UnscoredInsufficient · 0
$4,590156,045 mi

Bear, DE

2006 Chevrolet Impala LTZ

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

2006 Chevrolet Impala LTZ

Bear, DE

UnscoredInsufficient · 0
$5,190182,048 mi

Bear, DE

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Bear, DE

Unscored
$5,590192,923 mi

Comparison: 24 similar vehicles

Bear, DE

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

Bear, DE

UnscoredInsufficient · 3
$5,590124,060 mi

Comparison: 3 similar vehicles

Bear, DE

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Bear, DE

Unscored
$5,590186,735 mi

Comparison: 11 similar vehicles

Bear, DE

2008 Mazda Tribute i Sport

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

2008 Mazda Tribute i Sport

Bear, DE

UnscoredInsufficient · 0
$5,59096,031 mi

Bear, DE

2008 Honda Odyssey EX

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

2008 Honda Odyssey EX

Bear, DE

Unscored
$5,590147,433 mi

Comparison: 10 similar vehicles

Bear, DE

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Bear, DE

UnscoredInsufficient · 3
$5,590154,104 mi

Comparison: 3 similar vehicles

Bear, DE

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Bear, DE

OverpricedLimited · 12
$5,590130,004 mi

Market: $4,175 – $4,999

Comparison: 12 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Bear, DE

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Bear, DE

Unscored
$5,995147,347 mi

Comparison: 25 similar vehicles

Bear, DE

1987 Pontiac Fiero

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

1987 Pontiac Fiero

Bear, DE

UnscoredInsufficient · 0
$6,295Mileage not verified

Bear, DE

2015 Chevrolet Impala Limited 1LZ

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

2015 Chevrolet Impala Limited 1LZ

Bear, DE

UnscoredInsufficient · 0
$6,590162,990 mi

Bear, DE

2013 Hyundai Sonata Hybrid Limited

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

2013 Hyundai Sonata Hybrid Limited

Bear, DE

UnscoredInsufficient · 4
$6,590144,570 mi

Comparison: 4 similar vehicles

Bear, DE

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Bear, DE

Unscored
$6,590173,498 mi

Comparison: 6 similar vehicles

Bear, DE

2012 MINI Countryman S

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

2012 MINI Countryman S

Bear, DE

Fair PriceModerate · 33
$6,59092,382 mi

Market: $5,900 – $13,888

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 230 days listed (based on current market benchmarks)

Bear, DE

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Bear, DE

Unscored
$6,590175,009 mi

Comparison: 39 similar vehicles

Bear, DE

2010 Hyundai Elantra Touring SE

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

2010 Hyundai Elantra Touring SE

Bear, DE

UnscoredInsufficient · 4
$6,590127,325 mi

Comparison: 4 similar vehicles

Bear, DE

2009 Buick LaCrosse CXL

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

2009 Buick LaCrosse CXL

Bear, DE

UnscoredInsufficient · 0
$6,59095,232 mi

Bear, DE

2008 Toyota Yaris S

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

2008 Toyota Yaris S

Bear, DE

UnscoredInsufficient · 3
$6,590121,521 mi

Comparison: 3 similar vehicles

Bear, DE

2018 Mitsubishi Outlander SE

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

2018 Mitsubishi Outlander SE

Bear, DE

UnscoredInsufficient · 4
$7,590162,726 mi

Comparison: 4 similar vehicles

Bear, DE

2016 Kia Optima LX

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

2016 Kia Optima LX

Bear, DE

Unscored
$7,590141,124 mi

Comparison: 53 similar vehicles

Bear, DE

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Bear, DE

UnscoredInsufficient · 3
$7,59090,158 mi

Comparison: 3 similar vehicles

Bear, DE

2015 Mitsubishi Outlander Sport ES

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

2015 Mitsubishi Outlander Sport ES

Bear, DE

Unscored
$7,590140,005 mi

Comparison: 28 similar vehicles

Bear, DE

2015 Subaru Impreza 2.0I

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

2015 Subaru Impreza 2.0I

Bear, DE

Unscored
$7,590187,165 mi

Comparison: 29 similar vehicles

Bear, DE

2014 Subaru Outback Base

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

2014 Subaru Outback Base

Bear, DE

Unscored
$7,590153,240 mi

Comparison: 35 similar vehicles

Bear, DE

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Bear, DE

Unscored
$7,590145,880 mi

Comparison: 10 similar vehicles

Bear, DE

2013 Nissan Pathfinder SV

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

2013 Nissan Pathfinder SV

Bear, DE

Unscored
$7,590125,282 mi

Comparison: 16 similar vehicles

Bear, DE

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Bear, DE

Unscored
$7,590150,041 mi

Comparison: 11 similar vehicles

Bear, DE

2012 Ford Escape Limited

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

2012 Ford Escape Limited

Bear, DE

Unscored
$7,590186,272 mi

Comparison: 27 similar vehicles

Bear, DE

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Bear, DE

Fair PriceRobust · 51
$7,590114,285 mi

Market: $1,450 – $10,485

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 163 days listed (based on current market benchmarks)

Bear, DE

2012 Lincoln MKZ Base

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

2012 Lincoln MKZ Base

Bear, DE

Fair PriceModerate · 22
$7,590112,765 mi

Market: $3,150 – $9,394

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 240 days listed (based on current market benchmarks)

Bear, DE

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Bear, DE

Unscored
$7,590125,689 mi

Comparison: 6 similar vehicles

Bear, DE

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

Bear, DE

Fair PriceLimited · 13
$7,590109,689 mi

Market: $2,995 – $9,998

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 119 days listed (based on current market benchmarks)

Bear, DE

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Bear, DE

Unscored
$7,590128,302 mi

Comparison: 22 similar vehicles

Bear, DE

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Bear, DE

Unscored
$7,590182,561 mi

Comparison: 14 similar vehicles

Bear, DE

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Bear, DE

Unscored
$7,995145,788 mi

Comparison: 42 similar vehicles

Bear, DE

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Bear, DE

Unscored
$7,995156,237 mi

Comparison: 6 similar vehicles

Bear, DE

2006 Kia Spectra EX

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

2006 Kia Spectra EX

Bear, DE

UnscoredInsufficient · 0
$7,999125,546 mi

Bear, DE

2004 Buick Rendezvous CX

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

2004 Buick Rendezvous CX

Bear, DE

UnscoredInsufficient · 0
$7,999152,846 mi

Bear, DE

2012 Kia Soul Base

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

2012 Kia Soul Base

Bear, DE

Unscored
$8,090125,694 mi

Comparison: 19 similar vehicles

Bear, DE

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Bear, DE

Unscored
$8,465144,493 mi

Comparison: 5 similar vehicles

Bear, DE

2012 Kia Soul Base

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

2012 Kia Soul Base

Bear, DE

Unscored
$8,500141,834 mi

Comparison: 19 similar vehicles

Bear, DE

2016 Dodge Grand Caravan SE

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

2016 Dodge Grand Caravan SE

Bear, DE

Fair PriceLimited · 14
$8,590110,759 mi

Market: $5,995 – $12,495

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Bear, DE

2014 Ford Escape S

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

2014 Ford Escape S

Bear, DE

Fair PriceLimited · 18
$8,590107,097 mi

Market: $2,300 – $12,790

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Bear, DE

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Bear, DE

Unscored
$8,590154,006 mi

Comparison: 68 similar vehicles

Bear, DE

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

Bear, DE

Fair PriceModerate · 41
$8,590Mileage not verified

Market: $3,899 – $11,550

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Bear, DE

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Bear, DE

OverpricedLimited · 14
$8,59093,713 mi

Market: $2,995 – $6,999

Comparison: 14 similar vehicles

Priced ~23% above the typical market range for similar vehicles (based on current market benchmarks)

Bear, DE

2011 Subaru Forester X Limited

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

2011 Subaru Forester X Limited

Bear, DE

Unscored
$8,590164,986 mi

Comparison: 9 similar vehicles

Bear, DE

2007 Toyota Camry SE

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

2007 Toyota Camry SE

Bear, DE

Unscored
$8,590172,474 mi

Comparison: 9 similar vehicles

Bear, DE

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 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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