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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

442 listings found

2008 Chrysler PT Cruiser Base

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

2008 Chrysler PT Cruiser Base

La Puente, CA

UnscoredInsufficient · 0
$3,888125,188 mi

La Puente, CA

1997 Mercury Grand Marquis

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

1997 Mercury Grand Marquis

La Puente, CA

UnscoredInsufficient · 0
$3,990104,305 mi

La Puente, CA

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

La Puente, CA

UnscoredInsufficient · 3
$4,495133,685 mi

Comparison: 3 similar vehicles

La Puente, CA

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

La Puente, CA

UnscoredInsufficient · 0
$4,495110,462 mi

La Puente, CA

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

La Puente, CA

Unscored
$4,769104,841 mi

Comparison: 7 similar vehicles

La Puente, CA

2009 Lincoln MKX Base

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

2009 Lincoln MKX Base

La Puente, CA

UnscoredInsufficient · 0
$4,941133,875 mi

La Puente, CA

2006 Chrysler 300 Touring

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

2006 Chrysler 300 Touring

La Puente, CA

UnscoredInsufficient · 4
$4,977112,800 mi

Comparison: 4 similar vehicles

La Puente, CA

2004 Honda Odyssey EX

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

2004 Honda Odyssey EX

La Puente, CA

UnscoredInsufficient · 3
$4,977138,426 mi

Comparison: 3 similar vehicles

La Puente, CA

2006 Scion tC Base

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

2006 Scion tC Base

La Puente, CA

UnscoredInsufficient · 0
$4,980157,248 mi

La Puente, CA

2008 BMW X3 3.0si

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

2008 BMW X3 3.0si

La Puente, CA

UnscoredInsufficient · 3
$4,990143,727 mi

Comparison: 3 similar vehicles

La Puente, CA

2006 Hyundai Tiburon GS

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

2006 Hyundai Tiburon GS

La Puente, CA

UnscoredInsufficient · 0
$4,990122,825 mi

La Puente, CA

2015 Hyundai Sonata Eco

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

2015 Hyundai Sonata Eco

La Puente, CA

Unscored
$4,995142,953 mi

Comparison: 6 similar vehicles

La Puente, CA

2010 Ford Flex Limited

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

2010 Ford Flex Limited

La Puente, CA

UnscoredInsufficient · 0
$4,995137,679 mi

La Puente, CA

1997 Cadillac Seville STS

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

1997 Cadillac Seville STS

La Puente, CA

UnscoredInsufficient · 0
$4,99596,319 mi

La Puente, CA

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

La Puente, CA

UnscoredInsufficient · 4
$5,489116,865 mi

Comparison: 4 similar vehicles

La Puente, CA

2015 Ford Focus S

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

2015 Ford Focus S

La Puente, CA

UnscoredInsufficient · 0
$5,49599,639 mi

La Puente, CA

2014 Kia Optima LX Hybrid

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

2014 Kia Optima LX Hybrid

La Puente, CA

UnscoredInsufficient · 0
$5,495127,458 mi

La Puente, CA

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

La Puente, CA

Fair PriceLimited · 15
$5,529101,506 mi

Market: $5,677 – $10,995

Comparison: 15 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 449 days listed (based on current market benchmarks)

La Puente, CA

2009 Mercedes-Benz C-Class C300 Luxury

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

2009 Mercedes-Benz C-Class C300 Luxury

La Puente, CA

UnscoredInsufficient · 4
$5,600130,351 mi

Comparison: 4 similar vehicles

La Puente, CA

2005 Subaru Outback I

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

2005 Subaru Outback I

La Puente, CA

UnscoredInsufficient · 0
$5,789133,880 mi

La Puente, CA

2003 INFINITI FX35 Base

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

2003 INFINITI FX35 Base

La Puente, CA

UnscoredInsufficient · 0
$5,790110,732 mi

La Puente, CA

2007 Toyota Camry Hybrid

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

2007 Toyota Camry Hybrid

La Puente, CA

Unscored
$5,877166,562 mi

Comparison: 6 similar vehicles

La Puente, CA

2001 Cadillac DeVille DHS

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

2001 Cadillac DeVille DHS

La Puente, CA

UnscoredInsufficient · 0
$5,87782,062 mi

La Puente, CA

2013 Chrysler Town & Country Touring-L

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

2013 Chrysler Town & Country Touring-L

La Puente, CA

UnscoredInsufficient · 0
$5,890111,257 mi

La Puente, CA

2002 Lexus ES 300

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

2002 Lexus ES 300

La Puente, CA

UnscoredInsufficient · 0
$5,898123,380 mi

La Puente, CA

1999 Cadillac DeVille CONCOURS

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

1999 Cadillac DeVille CONCOURS

La Puente, CA

UnscoredInsufficient · 0
$5,95088,388 mi

La Puente, CA

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

La Puente, CA

Fair PriceLimited · 15
$5,990114,313 mi

Market: $5,529 – $10,995

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

La Puente, CA

2006 Volkswagen Jetta TDI

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

2006 Volkswagen Jetta TDI

La Puente, CA

UnscoredInsufficient · 0
$5,990113,516 mi

La Puente, CA

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

La Puente, CA

UnscoredInsufficient · 3
$5,995140,960 mi

Comparison: 3 similar vehicles

La Puente, CA

2013 Ford Edge SEL

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

2013 Ford Edge SEL

La Puente, CA

Unscored
$5,998136,410 mi

Comparison: 7 similar vehicles

La Puente, CA

2002 Mercury Mountaineer Base

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

2002 Mercury Mountaineer Base

La Puente, CA

UnscoredInsufficient · 0
$5,998101,842 mi

La Puente, CA

2018 Toyota Mirai

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

2018 Toyota Mirai

La Puente, CA

Unscored
$5,99967,287 mi

Comparison: 5 similar vehicles

La Puente, CA

2011 Audi A4 Premium

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

2011 Audi A4 Premium

La Puente, CA

UnscoredInsufficient · 3
$6,00091,108 mi

Comparison: 3 similar vehicles

La Puente, CA

2008 Toyota Avalon XL

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

2008 Toyota Avalon XL

La Puente, CA

UnscoredInsufficient · 4
$6,039139,043 mi

Comparison: 4 similar vehicles

La Puente, CA

2008 Toyota Prius

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

2008 Toyota Prius

La Puente, CA

UnscoredInsufficient · 0
$6,489165,200 mi

La Puente, CA

2004 Toyota Camry LE

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

2004 Toyota Camry LE

La Puente, CA

UnscoredInsufficient · 3
$6,495123,661 mi

Comparison: 3 similar vehicles

La Puente, CA

2007 Chevrolet Tahoe LS

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

2007 Chevrolet Tahoe LS

La Puente, CA

Unscored
$6,695158,255 mi

Comparison: 5 similar vehicles

La Puente, CA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

La Puente, CA

Unscored
$6,79973,324 mi

Comparison: 6 similar vehicles

La Puente, CA

2010 Toyota Prius III

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

2010 Toyota Prius III

La Puente, CA

Unscored
$6,830147,877 mi

Comparison: 6 similar vehicles

La Puente, CA

2006 Honda Pilot EX

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

2006 Honda Pilot EX

La Puente, CA

UnscoredInsufficient · 4
$6,977134,091 mi

Comparison: 4 similar vehicles

La Puente, CA

2012 Scion tC Base

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

2012 Scion tC Base

La Puente, CA

UnscoredInsufficient · 0
$6,995141,246 mi

La Puente, CA

2008 Toyota Prius Standard

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

2008 Toyota Prius Standard

La Puente, CA

Fair PriceLimited · 19
$6,995117,791 mi

Market: $3,995 – $9,500

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 282 days listed (based on current market benchmarks)

La Puente, CA

2018 Toyota Mirai

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

2018 Toyota Mirai

La Puente, CA

Unscored
$6,99965,523 mi

Comparison: 5 similar vehicles

La Puente, CA

2017 Toyota Mirai

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

2017 Toyota Mirai

La Puente, CA

Unscored
$6,99953,328 mi

Comparison: 5 similar vehicles

La Puente, CA

2015 Nissan Versa Note S Plus

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

2015 Nissan Versa Note S Plus

La Puente, CA

Unscored
$7,000113,585 mi

Comparison: 6 similar vehicles

La Puente, CA

2012 Toyota Prius v Three

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

2012 Toyota Prius v Three

La Puente, CA

Unscored
$7,100157,962 mi

Comparison: 5 similar vehicles

La Puente, CA

2006 Lexus RX 400h

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

2006 Lexus RX 400h

La Puente, CA

UnscoredInsufficient · 4
$7,787122,361 mi

Comparison: 4 similar vehicles

La Puente, CA

2004 BMW 7 Series 745Li

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

2004 BMW 7 Series 745Li

La Puente, CA

UnscoredInsufficient · 0
$7,97772,615 mi

La Puente, CA

2012 Toyota RAV4 Base

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

2012 Toyota RAV4 Base

La Puente, CA

Unscored
$7,990161,418 mi

Comparison: 7 similar vehicles

La Puente, CA

2004 Volkswagen Touareg Base

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

2004 Volkswagen Touareg Base

La Puente, CA

UnscoredInsufficient · 0
$7,99055,384 mi

La Puente, CA

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.
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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