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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 11, 2026

7.3M+

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

839 listings found

1999 GMC Sonoma SLS

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

1999 GMC Sonoma SLS

Madera, CA

UnscoredInsufficient · 0
$3,300172,000 mi

Madera, CA

2006 Honda Accord VP

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

2006 Honda Accord VP

Madera, CA

UnscoredInsufficient · 0
$4,200212,663 mi

Madera, CA

2001 Ford Mustang Base

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

2001 Ford Mustang Base

Madera, CA

UnscoredInsufficient · 0
$4,200170,000 mi

Madera, CA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Madera, CA

Unscored
$4,300112,439 mi

Comparison: 5 similar vehicles

Madera, CA

2001 Volvo S60 2.4T

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

2001 Volvo S60 2.4T

Madera, CA

UnscoredInsufficient · 0
$4,90083,000 mi

Madera, CA

2002 Honda Civic LX

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

2002 Honda Civic LX

Madera, CA

Salvage title
$4,950156,000 mi

Madera, CA

2014 Volkswagen CC Sport

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

2014 Volkswagen CC Sport

Madera, CA

UnscoredInsufficient · 0
$4,999149,000 mi

Madera, CA

2015 Kia Soul +

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

2015 Kia Soul +

Madera, CA

Unscored
$5,300127,383 mi

Comparison: 9 similar vehicles

Madera, CA

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Madera, CA

UnscoredInsufficient · 3
$6,450152,863 mi

Comparison: 3 similar vehicles

Madera, CA

2014 Nissan Altima S

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

2014 Nissan Altima S

Madera, CA

Unscored
$6,900128,419 mi

Comparison: 21 similar vehicles

Madera, CA

2010 GMC Yukon Denali

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

2010 GMC Yukon Denali

Madera, CA

UnscoredInsufficient · 0
$6,900178,811 mi

Madera, CA

2006 Mercedes-Benz S-Class S430

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

2006 Mercedes-Benz S-Class S430

Madera, CA

UnscoredInsufficient · 0
$6,900147,000 mi

Madera, CA

2014 Mazda MAZDA5 Sport

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

2014 Mazda MAZDA5 Sport

Madera, CA

UnscoredInsufficient · 3
$6,950185,547 mi

Comparison: 3 similar vehicles

Madera, CA

2013 Chrysler 200 LX

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

2013 Chrysler 200 LX

Madera, CA

UnscoredInsufficient · 0
$6,950128,566 mi

Madera, CA

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Madera, CA

UnscoredInsufficient · 3
$6,950Mileage not verified

Comparison: 3 similar vehicles

Madera, CA

2011 BMW 5 Series 535i

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

2011 BMW 5 Series 535i

Madera, CA

Unscored
$6,999149,997 mi

Comparison: 12 similar vehicles

Madera, CA

2008 Honda Accord LX

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

2008 Honda Accord LX

Madera, CA

UnscoredInsufficient · 4
$7,019150,652 mi

Comparison: 4 similar vehicles

Madera, CA

2016 Kia Optima EX

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

2016 Kia Optima EX

Madera, CA

Unscored
$7,200145,300 mi

Comparison: 11 similar vehicles

Madera, CA

2009 Volkswagen GTI

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

2009 Volkswagen GTI

Madera, CA

UnscoredInsufficient · 3
$7,250132,298 mi

Comparison: 3 similar vehicles

Madera, CA

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Madera, CA

Unscored
$7,31994,785 mi

Comparison: 7 similar vehicles

Madera, CA

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Madera, CA

Unscored
$7,450Mileage not verified

Comparison: 7 similar vehicles

Madera, CA

2014 Acura MDX Base

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

2014 Acura MDX Base

Madera, CA

Unscored
$7,450280,683 mi

Comparison: 12 similar vehicles

Madera, CA

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Madera, CA

Fair PriceLimited · 13
$7,450102,222 mi

Market: $4,988 – $10,900

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Madera, CA

2017 Hyundai Accent SE

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

2017 Hyundai Accent SE

Madera, CA

Fair PriceLimited · 16
$7,50097,650 mi

Market: $4,833 – $9,998

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Madera, CA

2017 Hyundai Elantra Value Edition

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

2017 Hyundai Elantra Value Edition

Madera, CA

Unscored
$7,800121,115 mi

Comparison: 11 similar vehicles

Madera, CA

2015 BMW 3 Series 320i

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

2015 BMW 3 Series 320i

Madera, CA

Unscored
$7,900123,400 mi

Comparison: 18 similar vehicles

Madera, CA

2013 BMW 3 Series 320i

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

2013 BMW 3 Series 320i

Madera, CA

Unscored
$7,900138,720 mi

Comparison: 6 similar vehicles

Madera, CA

2011 Mercedes-Benz E-Class E350 Sport

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

2011 Mercedes-Benz E-Class E350 Sport

Madera, CA

Unscored
$7,900128,896 mi

Comparison: 5 similar vehicles

Madera, CA

2018 Ford Escape SE

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

2018 Ford Escape SE

Madera, CA

Fair PriceModerate · 27
$7,950113,044 mi

Market: $6,995 – $13,695

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Madera, CA

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

Madera, CA

UnscoredInsufficient · 4
$7,950141,628 mi

Comparison: 4 similar vehicles

Madera, CA

2008 Audi A6 Base

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

2008 Audi A6 Base

Madera, CA

UnscoredInsufficient · 0
$7,950103,622 mi

Madera, CA

2012 Subaru Forester X Limited

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

2012 Subaru Forester X Limited

Madera, CA

UnscoredInsufficient · 0
$7,999122,000 mi

Madera, CA

2018 Hyundai Elantra SEL

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

2018 Hyundai Elantra SEL

Madera, CA

Unscored
$8,250142,373 mi

Comparison: 7 similar vehicles

Madera, CA

2018 Chevrolet Cruze LT

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

2018 Chevrolet Cruze LT

Madera, CA

Fair PriceLimited · 18
$8,419112,758 mi

Market: $6,400 – $13,998

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Madera, CA

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Madera, CA

Unscored
$8,500130,486 mi

Comparison: 24 similar vehicles

Madera, CA

2021 Hyundai Sonata SE

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

2021 Hyundai Sonata SE

Madera, CA

Unscored
$8,700143,925 mi

Comparison: 14 similar vehicles

Madera, CA

2016 Kia Optima LX

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

2016 Kia Optima LX

Madera, CA

Unscored
$8,75076,278 mi

Comparison: 5 similar vehicles

Madera, CA

2017 GMC Acadia SLE-1

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

2017 GMC Acadia SLE-1

Madera, CA

UnscoredInsufficient · 4
$8,800105,685 mi

Comparison: 4 similar vehicles

Madera, CA

2011 Acura MDX Advance Package

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

2011 Acura MDX Advance Package

Madera, CA

Unscored
$8,888161,611 mi

Comparison: 6 similar vehicles

Madera, CA

2012 Toyota Camry LE Hybrid

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

2012 Toyota Camry LE Hybrid

Madera, CA

UnscoredInsufficient · 4
$8,919158,010 mi

Comparison: 4 similar vehicles

Madera, CA

2011 Honda Odyssey EX-L

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

2011 Honda Odyssey EX-L

Madera, CA

Unscored
$8,919131,158 mi

Comparison: 9 similar vehicles

Madera, CA

2011 Cadillac SRX Luxury Collection

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

2011 Cadillac SRX Luxury Collection

Madera, CA

UnscoredInsufficient · 4
$8,950138,965 mi

Comparison: 4 similar vehicles

Madera, CA

2017 BMW X1 28i

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

2017 BMW X1 28i

Madera, CA

Unscored
$8,999119,200 mi

Comparison: 5 similar vehicles

Madera, CA

2002 Toyota Camry XLE

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

2002 Toyota Camry XLE

Madera, CA

UnscoredInsufficient · 0
$8,99991,489 mi

Madera, CA

2014 Volkswagen Passat SEL Premium

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

2014 Volkswagen Passat SEL Premium

Madera, CA

UnscoredInsufficient · 0
$9,250116,709 mi

Madera, CA

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Madera, CA

Unscored
$9,450139,348 mi

Comparison: 7 similar vehicles

Madera, CA

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Madera, CA

Fair PriceLimited · 13
$9,45093,907 mi

Market: $4,988 – $10,900

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Madera, CA

2014 Toyota RAV4 LE

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

2014 Toyota RAV4 LE

Madera, CA

Unscored
$9,500172,386 mi

Comparison: 8 similar vehicles

Madera, CA

2009 Toyota Corolla XLE

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

2009 Toyota Corolla XLE

Madera, CA

UnscoredInsufficient · 0
$9,500139,537 mi

Madera, CA

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Madera, CA

OverpricedLimited · 11
$9,500136,838 mi

Market: $3,990 – $8,995

Comparison: 11 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Madera, CA

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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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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