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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 · October 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

13,745 listings found

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

2008 Saturn Outlook XR

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

2008 Saturn Outlook XR

Goleta, CA

UnscoredInsufficient · 0
$3,000174,890 mi

Goleta, CA

2000 Mercedes-Benz M-Class ML430

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

2000 Mercedes-Benz M-Class ML430

Los Angeles, CA

UnscoredInsufficient · 0
$3,697198,998 mi

Los Angeles, CA

2008 Saturn Outlook XE

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

2008 Saturn Outlook XE

Los Angeles, CA

UnscoredInsufficient · 0
$3,999135,271 mi

Los Angeles, CA

2003 GMC Envoy SLE

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

2003 GMC Envoy SLE

Los Angeles, CA

UnscoredInsufficient · 0
$3,999162,712 mi

Los Angeles, CA

1998 Toyota 4Runner V6 LIMITED

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

1998 Toyota 4Runner V6 LIMITED

Los Angeles, CA

Salvage title
$4,397237,266 mi

Los Angeles, CA

2011 Lincoln MKX Base

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

2011 Lincoln MKX Base

Ventura, CA

UnscoredInsufficient · 0
$4,400116,101 mi

Ventura, CA

2005 Toyota Highlander Limited

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

2005 Toyota Highlander Limited

Los Angeles, CA

UnscoredInsufficient · 0
$4,450236,815 mi

Los Angeles, CA

2002 Lexus RX 300

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

2002 Lexus RX 300

Los Angeles, CA

UnscoredInsufficient · 3
$4,685190,418 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2012 Subaru Forester X

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

2012 Subaru Forester X

Los Angeles, CA

UnscoredInsufficient · 4
$4,768175,835 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2013 Chevrolet Traverse 2LT

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

2013 Chevrolet Traverse 2LT

Los Angeles, CA

UnscoredInsufficient · 0
$4,800143,000 mi

Los Angeles, CA

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Los Angeles, CA

UnscoredInsufficient · 4
$4,900187,028 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2010 Jeep Commander Sport

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

2010 Jeep Commander Sport

Thousand Oaks, CA

UnscoredInsufficient · 0
$4,938224,431 mi

Thousand Oaks, CA

2005 Jeep Liberty Limited

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

2005 Jeep Liberty Limited

Oxnard, CA

UnscoredInsufficient · 0
$4,950161,578 mi

Oxnard, CA

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Los Angeles, CA

UnscoredInsufficient · 3
$4,950162,664 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Simi Valley, CA

UnscoredInsufficient · 0
$4,995182,580 mi

Simi Valley, CA

2012 Volkswagen Tiguan S

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

2012 Volkswagen Tiguan S

Los Angeles, CA

UnscoredLimited · 8
$4,995129,104 mi

Comparison: 8 similar vehicles

Los Angeles, CA

2012 Subaru Forester X

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

2012 Subaru Forester X

Los Angeles, CA

UnscoredInsufficient · 4
$4,997173,563 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2012 Volkswagen Tiguan SEL

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

2012 Volkswagen Tiguan SEL

Los Angeles, CA

UnscoredInsufficient · 0
$4,997153,059 mi

Los Angeles, CA

2009 Nissan Rogue S

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

2009 Nissan Rogue S

Los Angeles, CA

UnscoredInsufficient · 0
$4,999Mileage not verified

Los Angeles, CA

2004 Ford Expedition XLT

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

2004 Ford Expedition XLT

Los Angeles, CA

UnscoredInsufficient · 0
$4,999200,146 mi

Los Angeles, CA

2016 Dodge Journey CrossRoad

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

2016 Dodge Journey CrossRoad

Goleta, CA

UnscoredInsufficient · 3
$5,000161,489 mi

Comparison: 3 similar vehicles

Goleta, CA

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Goleta, CA

UnscoredInsufficient · 0
$5,000174,200 mi

Goleta, CA

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Goleta, CA

UnscoredInsufficient · 0
$5,000281,000 mi

Goleta, CA

2003 GMC Envoy SLT

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

2003 GMC Envoy SLT

Goleta, CA

UnscoredInsufficient · 0
$5,000168,500 mi

Goleta, CA

2003 Hyundai Santa Fe Base

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

2003 Hyundai Santa Fe Base

Goleta, CA

UnscoredInsufficient · 0
$5,000172,700 mi

Goleta, CA

2003 Toyota 4Runner Sport

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

2003 Toyota 4Runner Sport

Thousand Oaks, CA

UnscoredInsufficient · 4
$5,130273,000 mi

Comparison: 4 similar vehicles

Thousand Oaks, CA

2003 Nissan Xterra XE

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

2003 Nissan Xterra XE

Thousand Oaks, CA

UnscoredInsufficient · 0
$5,142172,531 mi

Thousand Oaks, CA

2011 Land Rover LR4 Base

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

2011 Land Rover LR4 Base

Santa Clarita, CA

UnscoredInsufficient · 0
$5,300199,950 mi

Santa Clarita, CA

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Los Angeles, CA

UnscoredLimited · 14
$5,400157,660 mi

Comparison: 14 similar vehicles

Los Angeles, CA

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Los Angeles, CA

UnscoredInsufficient · 4
$5,499148,490 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2017 Audi Q3 Premium

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

2017 Audi Q3 Premium

Los Angeles, CA

UnscoredLimited · 7
$5,500156,800 mi

Comparison: 7 similar vehicles

Los Angeles, CA

No Photo

2011 Mercedes-Benz M-Class ML350

Los Angeles, CA

UnscoredInsufficient · 4
$5,500167,481 mi

Comparison: 4 similar vehicles

Los Angeles, CA

2014 Mercedes-Benz GLK-Class GLK350

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

2014 Mercedes-Benz GLK-Class GLK350

Los Angeles, CA

UnscoredLimited · 9
$5,700172,576 mi

Comparison: 9 similar vehicles

Los Angeles, CA

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Goleta, CA

UnscoredLimited · 7
$5,782147,765 mi

Comparison: 7 similar vehicles

Goleta, CA

2012 Nissan Xterra S

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

2012 Nissan Xterra S

Los Angeles, CA

UnscoredInsufficient · 0
$5,800176,227 mi

Los Angeles, CA

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Los Angeles, CA

UnscoredInsufficient · 3
$5,879143,524 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2013 Ford Edge Sport

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

2013 Ford Edge Sport

Los Angeles, CA

UnscoredInsufficient · 3
$5,900151,511 mi

Comparison: 3 similar vehicles

Los Angeles, CA

2012 Mercedes-Benz GLK-Class GLK350

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

2012 Mercedes-Benz GLK-Class GLK350

Los Angeles, CA

UnscoredLimited · 6
$5,900141,331 mi

Comparison: 6 similar vehicles

Los Angeles, CA

2002 GMC Yukon SLE

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

2002 GMC Yukon SLE

Thousand Oaks, CA

UnscoredInsufficient · 0
$5,938245,663 mi

Thousand Oaks, CA

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Oxnard, CA

UnscoredInsufficient · 4
$5,950161,187 mi

Comparison: 4 similar vehicles

Oxnard, CA

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

Oxnard, CA

UnscoredInsufficient · 3
$5,950142,581 mi

Comparison: 3 similar vehicles

Oxnard, CA

2014 Volkswagen Tiguan SE

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

2014 Volkswagen Tiguan SE

Santa Clarita, CA

UnscoredInsufficient · 3
$5,958146,274 mi

Comparison: 3 similar vehicles

Santa Clarita, CA

2007 Lexus RX 350

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

2007 Lexus RX 350

Ventura, CA

UnscoredModerate · 27
$5,988179,000 mi

Comparison: 27 similar vehicles

Ventura, CA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Thousand Oaks, CA

UnscoredInsufficient · 0
$5,995123,750 mi

Thousand Oaks, CA

2014 Nissan Murano SV

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

2014 Nissan Murano SV

Fillmore, CA

UnscoredInsufficient · 0
$5,995154,550 mi

Fillmore, CA

2008 Mercedes-Benz GL-Class GL450

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

2008 Mercedes-Benz GL-Class GL450

Fillmore, CA

UnscoredInsufficient · 0
$5,995144,330 mi

Fillmore, CA

2018 Hyundai Santa Fe Sport

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

2018 Hyundai Santa Fe Sport

Los Angeles, CA

UnscoredLimited · 17
$5,997137,144 mi

Comparison: 17 similar vehicles

Los Angeles, CA

2016 Kia Sorento LX

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

2016 Kia Sorento LX

Los Angeles, CA

UnscoredModerate · 28
$5,997140,481 mi

Comparison: 28 similar vehicles

Los Angeles, CA

2014 Kia Sportage LX

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

2014 Kia Sportage LX

Los Angeles, CA

UnscoredInsufficient · 0
$5,997120,471 mi

Los Angeles, 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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