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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 14, 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

48,179 listings found

2010 Lincoln MKX Base

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

2010 Lincoln MKX Base

Los Angeles, CA

UnscoredInsufficient · 0
$1,999287,233 mi

Los Angeles, CA

1997 Toyota Camry LE

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

1997 Toyota Camry LE

Los Angeles, CA

UnscoredInsufficient · 0
$2,000230,010 mi

Los Angeles, CA

2009 MINI Cooper Base

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

2009 MINI Cooper Base

Los Angeles, CA

Unscored
$2,10088,959 mi

Comparison: 5 similar vehicles

Los Angeles, CA

2013 Nissan LEAF S

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

2013 Nissan LEAF S

Glendale, CA

UnscoredInsufficient · 3
$2,11797,609 mi

Comparison: 3 similar vehicles

Glendale, CA

2011 Honda Pilot EX-L

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

2011 Honda Pilot EX-L

Los Angeles, CA

UnscoredInsufficient · 3
$2,400194,500 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2005 Ford Freestyle SEL

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

2005 Ford Freestyle SEL

Los Angeles, CA

UnscoredInsufficient · 0
$2,588178,000 mi

Los Angeles, CA

2011 Chevrolet HHR LT

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

2011 Chevrolet HHR LT

Los Angeles, CA

Unscored
$2,676249,178 mi

Comparison: 5 similar vehicles

Los Angeles, CA

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Los Angeles, CA

UnscoredInsufficient · 0
$2,799260,123 mi

Los Angeles, CA

2004 Toyota Camry XLE V6

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

2004 Toyota Camry XLE V6

Los Angeles, CA

UnscoredInsufficient · 0
$2,799256,453 mi

Los Angeles, CA

2008 Scion tC Spec Package

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

2008 Scion tC Spec Package

Los Angeles, CA

UnscoredInsufficient · 0
$2,832119,076 mi

Los Angeles, CA

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Los Angeles, CA

UnscoredInsufficient · 0
$2,950185,145 mi

Los Angeles, CA

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Los Angeles, CA

Unscored
$2,950230,019 mi

Comparison: 5 similar vehicles

Los Angeles, CA

2011 Chevrolet Aveo5 1LT

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

2011 Chevrolet Aveo5 1LT

Los Angeles, CA

UnscoredInsufficient · 0
$2,99581,200 mi

Los Angeles, CA

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Los Angeles, CA

UnscoredInsufficient · 0
$2,995183,225 mi

Los Angeles, CA

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Los Angeles, CA

UnscoredInsufficient · 0
$2,995216,198 mi

Los Angeles, CA

2004 Toyota Corolla S

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

2004 Toyota Corolla S

Los Angeles, CA

UnscoredInsufficient · 3
$2,998246,898 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2009 Nissan Maxima S

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

2009 Nissan Maxima S

Los Angeles, CA

Salvage title
$2,99986,710 mi

Los Angeles, CA

2008 GMC Acadia SLT1

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

2008 GMC Acadia SLT1

Los Angeles, CA

UnscoredInsufficient · 0
$2,999122,760 mi

Los Angeles, CA

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Los Angeles, CA

UnscoredInsufficient · 0
$3,289164,841 mi

Los Angeles, CA

2013 Kia Soul Base

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

2013 Kia Soul Base

Pasadena, CA

Unscored
$3,295182,150 mi

Comparison: 8 similar vehicles

Pasadena, CA

2005 Honda Accord LX

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

2005 Honda Accord LX

Pasadena, CA

UnscoredInsufficient · 3
$3,495153,275 mi

Comparison: 3 similar vehicles

Pasadena, CA

2005 Lincoln Aviator Luxury

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

2005 Lincoln Aviator Luxury

Los Angeles, CA

UnscoredInsufficient · 0
$3,496252,457 mi

Los Angeles, CA

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Los Angeles, CA

Unscored
$3,498179,914 mi

Comparison: 8 similar vehicles

Los Angeles, CA

2014 Nissan LEAF S

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

2014 Nissan LEAF S

Los Angeles, CA

UnscoredInsufficient · 0
$3,499138,101 mi

Los Angeles, CA

2012 Nissan LEAF SV

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

2012 Nissan LEAF SV

Los Angeles, CA

UnscoredInsufficient · 0
$3,49948,830 mi

Los Angeles, CA

2008 Ford Expedition XLT

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

2008 Ford Expedition XLT

Los Angeles, CA

UnscoredInsufficient · 3
$3,499153,359 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2017 Toyota Mirai

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

2017 Toyota Mirai

Los Angeles, CA

UnscoredInsufficient · 3
$3,50091,131 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2016 Nissan LEAF S

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

2016 Nissan LEAF S

Los Angeles, CA

UnscoredInsufficient · 0
$3,50047,000 mi

Los Angeles, CA

2008 Hyundai Sonata GLS

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

2008 Hyundai Sonata GLS

Los Angeles, CA

UnscoredInsufficient · 0
$3,500144,350 mi

Los Angeles, CA

2002 Toyota Sienna CE

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

2002 Toyota Sienna CE

Los Angeles, CA

UnscoredInsufficient · 0
$3,514165,663 mi

Los Angeles, CA

2009 Chevrolet HHR LS

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

2009 Chevrolet HHR LS

Los Angeles, CA

UnscoredInsufficient · 0
$3,638119,869 mi

Los Angeles, CA

2010 Scion xD Base

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

2010 Scion xD Base

Pasadena, CA

UnscoredInsufficient · 0
$3,695205,952 mi

Pasadena, CA

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Los Angeles, CA

UnscoredInsufficient · 0
$3,770210,644 mi

Los Angeles, CA

2011 Nissan LEAF SL

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

2011 Nissan LEAF SL

Los Angeles, CA

UnscoredInsufficient · 3
$3,885Mileage not verified

Comparison: 3 similar vehicles

Los Angeles, CA

2012 Nissan Murano SV

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

2012 Nissan Murano SV

Los Angeles, CA

UnscoredInsufficient · 0
$3,888131,006 mi

Los Angeles, CA

2009 Nissan Versa S

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

2009 Nissan Versa S

Los Angeles, CA

UnscoredInsufficient · 4
$3,900144,195 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2006 Lexus IS 350

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

2006 Lexus IS 350

Los Angeles, CA

UnscoredInsufficient · 0
$3,900263,562 mi

Los Angeles, CA

2006 Mercedes-Benz C-Class C280 Luxury

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

2006 Mercedes-Benz C-Class C280 Luxury

Los Angeles, CA

UnscoredInsufficient · 0
$3,900149,403 mi

Los Angeles, CA

2011 Kia Forte EX

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

2011 Kia Forte EX

Los Angeles, CA

UnscoredInsufficient · 0
$3,950126,064 mi

Los Angeles, CA

2008 Nissan Altima SE

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

2008 Nissan Altima SE

Los Angeles, CA

UnscoredInsufficient · 0
$3,950149,711 mi

Los Angeles, CA

2014 Lincoln MKS Base

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

2014 Lincoln MKS Base

Los Angeles, CA

UnscoredInsufficient · 0
$3,988236,386 mi

Los Angeles, CA

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Los Angeles, CA

Unscored
$3,988195,620 mi

Comparison: 5 similar vehicles

Los Angeles, CA

2007 Subaru Outback I

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

2007 Subaru Outback I

Los Angeles, CA

UnscoredInsufficient · 0
$3,988165,703 mi

Los Angeles, CA

2013 Nissan Versa Sedan SV

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

2013 Nissan Versa Sedan SV

Los Angeles, CA

UnscoredInsufficient · 0
$3,995146,770 mi

Los Angeles, CA

2013 Volkswagen Jetta S

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

2013 Volkswagen Jetta S

Los Angeles, CA

Salvage title
$3,995222,510 mi

Los Angeles, CA

2012 Nissan LEAF SV

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

2012 Nissan LEAF SV

Los Angeles, CA

UnscoredInsufficient · 0
$3,99562,134 mi

Los Angeles, CA

2009 Nissan Altima S

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

2009 Nissan Altima S

Los Angeles, CA

Unscored
$3,995161,132 mi

Comparison: 5 similar vehicles

Los Angeles, CA

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Los Angeles, CA

UnscoredInsufficient · 4
$3,995165,381 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2006 Chrysler Town & Country Touring

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

2006 Chrysler Town & Country Touring

Los Angeles, CA

UnscoredInsufficient · 0
$3,995129,173 mi

Los Angeles, CA

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Pasadena, CA

Unscored
$3,995181,225 mi

Comparison: 7 similar vehicles

Pasadena, 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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