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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 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 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

10,855 listings found

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

Scottsdale, AZ

UnscoredInsufficient · 0
$2,660270,000 mi

Scottsdale, AZ

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Scottsdale, AZ

UnscoredInsufficient · 4
$3,495192,597 mi

Comparison: 4 similar vehicles

Scottsdale, AZ

2014 Hyundai Elantra Limited

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

2014 Hyundai Elantra Limited

Scottsdale, AZ

UnscoredInsufficient · 3
$3,995153,057 mi

Comparison: 3 similar vehicles

Scottsdale, AZ

2012 Nissan Altima S

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

2012 Nissan Altima S

Scottsdale, AZ

UnscoredInsufficient · 3
$3,995143,158 mi

Comparison: 3 similar vehicles

Scottsdale, AZ

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Scottsdale, AZ

UnscoredInsufficient · 0
$3,999198,527 mi

Scottsdale, AZ

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Scottsdale, AZ

Unscored
$4,825177,028 mi

Comparison: 18 similar vehicles

Scottsdale, AZ

2001 Saturn SW2

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

2001 Saturn SW2

Scottsdale, AZ

UnscoredInsufficient · 0
$4,99589,302 mi

Scottsdale, AZ

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Scottsdale, AZ

Unscored
$5,330135,000 mi

Comparison: 5 similar vehicles

Scottsdale, AZ

2011 Nissan Pathfinder SV

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

2011 Nissan Pathfinder SV

Scottsdale, AZ

UnscoredInsufficient · 0
$5,89999,529 mi

Scottsdale, AZ

2019 Nissan Sentra S

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

2019 Nissan Sentra S

Scottsdale, AZ

Fair PriceLimited · 14
$5,99575,723 mi

Market: $4,900 – $14,995

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 187 days listed (based on current market benchmarks)

Scottsdale, AZ

2016 Nissan Altima SR

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

2016 Nissan Altima SR

Scottsdale, AZ

UnscoredInsufficient · 0
$5,995168,000 mi

Scottsdale, AZ

2012 Mazda CX-9 Grand Touring

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

2012 Mazda CX-9 Grand Touring

Scottsdale, AZ

UnscoredInsufficient · 0
$5,995117,720 mi

Scottsdale, AZ

2011 Hyundai Santa Fe SE

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

2011 Hyundai Santa Fe SE

Scottsdale, AZ

UnscoredInsufficient · 0
$5,995120,176 mi

Scottsdale, AZ

2013 Volkswagen Passat SE

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

2013 Volkswagen Passat SE

Scottsdale, AZ

Unscored
$5,999154,305 mi

Comparison: 7 similar vehicles

Scottsdale, AZ

2014 Toyota Prius Three

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

2014 Toyota Prius Three

Scottsdale, AZ

Unscored
$6,345234,738 mi

Comparison: 5 similar vehicles

Scottsdale, AZ

2012 Hyundai Tucson GLS

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

2012 Hyundai Tucson GLS

Scottsdale, AZ

UnscoredInsufficient · 0
$6,500145,739 mi

Scottsdale, AZ

2010 Honda Civic LX

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

2010 Honda Civic LX

Scottsdale, AZ

UnscoredInsufficient · 0
$6,679186,517 mi

Scottsdale, AZ

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Scottsdale, AZ

Unscored
$6,796148,600 mi

Comparison: 12 similar vehicles

Scottsdale, AZ

2016 Volkswagen Passat SE

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

2016 Volkswagen Passat SE

Scottsdale, AZ

Unscored
$6,844135,560 mi

Comparison: 5 similar vehicles

Scottsdale, AZ

2012 Volvo S60 T5

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

2012 Volvo S60 T5

Scottsdale, AZ

UnscoredInsufficient · 0
$6,890144,822 mi

Scottsdale, AZ

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Scottsdale, AZ

Unscored
$6,955131,241 mi

Comparison: 7 similar vehicles

Scottsdale, AZ

2016 Volkswagen Jetta S

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

2016 Volkswagen Jetta S

Scottsdale, AZ

Unscored
$6,988135,919 mi

Comparison: 9 similar vehicles

Scottsdale, AZ

2011 Volkswagen Jetta SE w/Convenience

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

2011 Volkswagen Jetta SE w/Convenience

Scottsdale, AZ

UnscoredInsufficient · 0
$6,989118,981 mi

Scottsdale, AZ

2009 Subaru Forester 2.5XT Limited

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

2009 Subaru Forester 2.5XT Limited

Scottsdale, AZ

UnscoredInsufficient · 0
$6,989244,292 mi

Scottsdale, AZ

2014 Kia Sorento LX

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

2014 Kia Sorento LX

Scottsdale, AZ

Unscored
$6,990166,153 mi

Comparison: 7 similar vehicles

Scottsdale, AZ

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Scottsdale, AZ

Unscored
$6,995142,981 mi

Comparison: 22 similar vehicles

Scottsdale, AZ

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Scottsdale, AZ

UnscoredInsufficient · 3
$6,995101,000 mi

Comparison: 3 similar vehicles

Scottsdale, AZ

2013 Chrysler Town & Country Touring

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

2013 Chrysler Town & Country Touring

Scottsdale, AZ

Unscored
$6,995128,022 mi

Comparison: 5 similar vehicles

Scottsdale, AZ

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Scottsdale, AZ

UnscoredInsufficient · 3
$6,995134,926 mi

Comparison: 3 similar vehicles

Scottsdale, AZ

2007 Volkswagen GTI 2.0T FSI

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

2007 Volkswagen GTI 2.0T FSI

Scottsdale, AZ

UnscoredInsufficient · 0
$6,995115,000 mi

Scottsdale, AZ

2014 Ford Escape SE

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

2014 Ford Escape SE

Scottsdale, AZ

Fair PriceLimited · 13
$6,998100,559 mi

Market: $4,950 – $11,966

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Scottsdale, AZ

2015 smart fortwo pure

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

2015 smart fortwo pure

Scottsdale, AZ

UnscoredInsufficient · 0
$6,99976,582 mi

Scottsdale, AZ

2009 Audi A5 Base

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

2009 Audi A5 Base

Scottsdale, AZ

UnscoredInsufficient · 0
$6,99981,080 mi

Scottsdale, AZ

2010 Mazda MAZDA3 s Grand Touring

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

2010 Mazda MAZDA3 s Grand Touring

Scottsdale, AZ

UnscoredInsufficient · 0
$7,157114,451 mi

Scottsdale, AZ

2014 Kia Sorento SX

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

2014 Kia Sorento SX

Scottsdale, AZ

UnscoredInsufficient · 4
$7,293129,277 mi

Comparison: 4 similar vehicles

Scottsdale, AZ

2020 Toyota Corolla SE

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

2020 Toyota Corolla SE

Scottsdale, AZ

Unscored
$7,310142,525 mi

Comparison: 13 similar vehicles

Scottsdale, AZ

2011 BMW X3 xDrive28i

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

2011 BMW X3 xDrive28i

Scottsdale, AZ

UnscoredInsufficient · 0
$7,312123,138 mi

Scottsdale, AZ

2018 Nissan Rogue SV

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

2018 Nissan Rogue SV

Scottsdale, AZ

Unscored
$7,340165,312 mi

Comparison: 22 similar vehicles

Scottsdale, AZ

2017 Ford Focus SE

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

2017 Ford Focus SE

Scottsdale, AZ

UnscoredInsufficient · 3
$7,46081,797 mi

Comparison: 3 similar vehicles

Scottsdale, AZ

2012 Volkswagen Jetta TDI

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

2012 Volkswagen Jetta TDI

Scottsdale, AZ

Salvage title
$7,498133,859 mi

Scottsdale, AZ

2013 Ford Econoline

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

2013 Ford Econoline

Scottsdale, AZ

UnscoredInsufficient · 0
$7,500164,832 mi

Scottsdale, AZ

2017 Hyundai Sonata Base

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

2017 Hyundai Sonata Base

Scottsdale, AZ

Unscored
$7,636113,306 mi

Comparison: 6 similar vehicles

Scottsdale, AZ

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Scottsdale, AZ

UnscoredInsufficient · 3
$7,687221,748 mi

Comparison: 3 similar vehicles

Scottsdale, AZ

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Scottsdale, AZ

UnscoredInsufficient · 0
$7,687201,780 mi

Scottsdale, AZ

2014 Honda Civic EX

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

2014 Honda Civic EX

Scottsdale, AZ

Unscored
$7,942192,531 mi

Comparison: 9 similar vehicles

Scottsdale, AZ

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

Scottsdale, AZ

Unscored
$7,95093,731 mi

Comparison: 6 similar vehicles

Scottsdale, AZ

2016 Chevrolet Traverse LS

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

2016 Chevrolet Traverse LS

Scottsdale, AZ

Unscored
$7,977113,879 mi

Comparison: 8 similar vehicles

Scottsdale, AZ

2010 Lexus ES 350

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

2010 Lexus ES 350

Scottsdale, AZ

UnscoredInsufficient · 0
$7,981191,793 mi

Scottsdale, AZ

2014 Honda Civic Si

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

2014 Honda Civic Si

Scottsdale, AZ

Unscored
$7,989155,643 mi

Comparison: 5 similar vehicles

Scottsdale, AZ

2010 Honda Civic EX

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

2010 Honda Civic EX

Scottsdale, AZ

UnscoredInsufficient · 4
$7,989162,474 mi

Comparison: 4 similar vehicles

Scottsdale, AZ

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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