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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

2,629 listings found

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
$3,495182,150 mi

Comparison: 6 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 · 4
$3,495153,275 mi

Comparison: 4 similar vehicles

Pasadena, 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

2002 Audi TT Base

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

2002 Audi TT Base

Pasadena, CA

Unscored
$4,99096,843 mi

Comparison: 5 similar vehicles

Pasadena, CA

2009 BMW X5 xDrive30i

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

2009 BMW X5 xDrive30i

Pasadena, CA

UnscoredInsufficient · 0
$4,995127,449 mi

Pasadena, CA

2009 Volvo C30 T5

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

2009 Volvo C30 T5

Pasadena, CA

UnscoredInsufficient · 0
$4,995128,447 mi

Pasadena, CA

2008 Mercedes-Benz CLK-Class CLK350

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

2008 Mercedes-Benz CLK-Class CLK350

Pasadena, CA

UnscoredInsufficient · 3
$4,995132,149 mi

Comparison: 3 similar vehicles

Pasadena, CA

2012 Ford Focus Titanium

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

2012 Ford Focus Titanium

Pasadena, CA

UnscoredInsufficient · 3
$5,030135,220 mi

Comparison: 3 similar vehicles

Pasadena, CA

2011 Toyota Camry LE

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

2011 Toyota Camry LE

Pasadena, CA

Unscored
$5,695174,430 mi

Comparison: 26 similar vehicles

Pasadena, CA

2000 Toyota Sienna CE

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

2000 Toyota Sienna CE

Pasadena, CA

UnscoredInsufficient · 0
$5,790129,900 mi

Pasadena, CA

2005 Pontiac Vibe Base

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

2005 Pontiac Vibe Base

Pasadena, CA

Salvage title
$5,845146,617 mi

Pasadena, CA

2015 Volkswagen Tiguan S

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

2015 Volkswagen Tiguan S

Pasadena, CA

Unscored
$5,995112,538 mi

Comparison: 5 similar vehicles

Pasadena, CA

2014 Kia Soul Base

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

2014 Kia Soul Base

Pasadena, CA

Fair PriceLimited · 10
$5,995105,571 mi

Market: $4,900 – $10,066

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Pasadena, CA

2013 Honda Crosstour EX-L V6

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

2013 Honda Crosstour EX-L V6

Pasadena, CA

UnscoredInsufficient · 0
$5,995182,911 mi

Pasadena, CA

2012 FIAT 500 Abarth

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

2012 FIAT 500 Abarth

Pasadena, CA

UnscoredInsufficient · 0
$5,995148,557 mi

Pasadena, CA

2009 Toyota Corolla

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

2009 Toyota Corolla

Pasadena, CA

UnscoredInsufficient · 0
$5,995160,125 mi

Pasadena, CA

2009 Volkswagen CC Sport

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

2009 Volkswagen CC Sport

Pasadena, CA

UnscoredInsufficient · 0
$5,99599,106 mi

Pasadena, CA

2009 Volvo S80 3.2

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

2009 Volvo S80 3.2

Pasadena, CA

UnscoredInsufficient · 0
$5,995133,746 mi

Pasadena, CA

2011 Nissan JUKE SV

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

2011 Nissan JUKE SV

Pasadena, CA

UnscoredInsufficient · 0
$6,06599,307 mi

Pasadena, CA

2011 Honda Accord EX

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

2011 Honda Accord EX

Pasadena, CA

Unscored
$6,202220,325 mi

Comparison: 5 similar vehicles

Pasadena, CA

2010 Honda CR-V EX-L

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

2010 Honda CR-V EX-L

Pasadena, CA

Unscored
$6,202230,255 mi

Comparison: 8 similar vehicles

Pasadena, CA

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Pasadena, CA

Unscored
$6,250150,521 mi

Comparison: 5 similar vehicles

Pasadena, CA

2015 Kia Sedona LX

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

2015 Kia Sedona LX

Pasadena, CA

UnscoredInsufficient · 4
$6,430167,791 mi

Comparison: 4 similar vehicles

Pasadena, CA

2009 Lexus RX 350

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

2009 Lexus RX 350

Pasadena, CA

Unscored
$6,450209,679 mi

Comparison: 10 similar vehicles

Pasadena, CA

2006 Lexus GS 300

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

2006 Lexus GS 300

Pasadena, CA

Unscored
$6,495146,500 mi

Comparison: 5 similar vehicles

Pasadena, CA

2016 Jeep Renegade Latitude

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

2016 Jeep Renegade Latitude

Pasadena, CA

Unscored
$6,500132,072 mi

Comparison: 11 similar vehicles

Pasadena, CA

2005 Mercedes-Benz C-Class C230 Kompressor

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

2005 Mercedes-Benz C-Class C230 Kompressor

Pasadena, CA

UnscoredInsufficient · 4
$6,500101,447 mi

Comparison: 4 similar vehicles

Pasadena, CA

2008 Scion xD Base

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

2008 Scion xD Base

Pasadena, CA

Unscored
$6,565132,942 mi

Comparison: 15 similar vehicles

Pasadena, CA

2002 Toyota Rav4 Base

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

2002 Toyota Rav4 Base

Pasadena, CA

UnscoredInsufficient · 3
$6,565168,322 mi

Comparison: 3 similar vehicles

Pasadena, CA

2009 MINI Cooper S

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

2009 MINI Cooper S

Pasadena, CA

UnscoredInsufficient · 3
$6,630117,960 mi

Comparison: 3 similar vehicles

Pasadena, CA

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Pasadena, CA

Unscored
$6,695110,462 mi

Comparison: 5 similar vehicles

Pasadena, CA

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Pasadena, CA

Fair PriceModerate · 25
$6,858108,871 mi

Market: $4,999 – $8,451

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Pasadena, CA

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Pasadena, CA

Fair PriceModerate · 23
$6,858115,384 mi

Market: $5,499 – $10,942

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Pasadena, 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
$6,90075,518 mi

Comparison: 6 similar vehicles

Pasadena, 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

Pasadena, CA

UnscoredInsufficient · 0
$6,955126,521 mi

Pasadena, CA

2016 Ford Expedition Limited

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

2016 Ford Expedition Limited

Pasadena, CA

Unscored
$6,995174,288 mi

Comparison: 7 similar vehicles

Pasadena, CA

2015 Audi Q3 Premium Plus

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

2015 Audi Q3 Premium Plus

Pasadena, CA

Unscored
$6,995143,499 mi

Comparison: 9 similar vehicles

Pasadena, CA

2014 Subaru Forester i

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

2014 Subaru Forester i

Pasadena, CA

Unscored
$6,995135,575 mi

Comparison: 5 similar vehicles

Pasadena, CA

2012 Land Rover LR4 Base

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

2012 Land Rover LR4 Base

Pasadena, CA

Unscored
$6,995125,899 mi

Comparison: 5 similar vehicles

Pasadena, CA

2011 Mercedes-Benz GL-Class GL450

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

2011 Mercedes-Benz GL-Class GL450

Pasadena, CA

Unscored
$6,995134,940 mi

Comparison: 6 similar vehicles

Pasadena, CA

2011 BMW 1 Series 128i

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

2011 BMW 1 Series 128i

Pasadena, CA

UnscoredInsufficient · 4
$6,995136,299 mi

Comparison: 4 similar vehicles

Pasadena, CA

2011 MINI Cooper S

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

2011 MINI Cooper S

Pasadena, CA

UnscoredInsufficient · 3
$6,99581,369 mi

Comparison: 3 similar vehicles

Pasadena, CA

2009 Mercedes-Benz E-Class E350 Sport/Luxury

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

2009 Mercedes-Benz E-Class E350 Sport/Luxury

Pasadena, CA

UnscoredInsufficient · 3
$6,995135,590 mi

Comparison: 3 similar vehicles

Pasadena, CA

2009 Volvo XC90 3.2

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

2009 Volvo XC90 3.2

Pasadena, CA

UnscoredInsufficient · 0
$6,995116,825 mi

Pasadena, 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

Pasadena, CA

UnscoredInsufficient · 0
$6,995116,244 mi

Pasadena, CA

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Pasadena, CA

Unscored
$7,000143,158 mi

Comparison: 23 similar vehicles

Pasadena, CA

2010 Honda Fit Sport

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

2010 Honda Fit Sport

Pasadena, CA

Unscored
$7,065170,447 mi

Comparison: 5 similar vehicles

Pasadena, CA

2013 Volkswagen Jetta S

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

2013 Volkswagen Jetta S

Pasadena, CA

UnscoredInsufficient · 3
$7,080163,361 mi

Comparison: 3 similar vehicles

Pasadena, CA

2012 Volkswagen Passat S

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

2012 Volkswagen Passat S

Pasadena, CA

UnscoredInsufficient · 3
$7,121226,012 mi

Comparison: 3 similar vehicles

Pasadena, CA

2012 Honda Civic HF

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

2012 Honda Civic HF

Pasadena, CA

UnscoredInsufficient · 4
$7,200162,200 mi

Comparison: 4 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 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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