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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

46,734 listings found

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Medford, OR

UnscoredInsufficient · 0
$1,880195,238 mi

Medford, OR

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Medford, OR

UnscoredInsufficient · 4
$2,275374,855 mi

Comparison: 4 similar vehicles

Medford, OR

2009 Lincoln MKX Base

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

2009 Lincoln MKX Base

Medford, OR

UnscoredInsufficient · 0
$2,275218,403 mi

Medford, OR

2014 Nissan Versa Sedan SV

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

2014 Nissan Versa Sedan SV

Medford, OR

UnscoredInsufficient · 0
$2,447111,183 mi

Medford, OR

1999 Saturn S-Series Base

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

1999 Saturn S-Series Base

Grants Pass, OR

UnscoredInsufficient · 0
$2,500128,574 mi

Grants Pass, OR

2004 Acura MDX Touring Package

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

2004 Acura MDX Touring Package

Medford, OR

UnscoredInsufficient · 0
$2,590156,594 mi

Medford, OR

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Medford, OR

UnscoredInsufficient · 4
$2,637239,957 mi

Comparison: 4 similar vehicles

Medford, OR

2006 Ford Mustang Standard

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

2006 Ford Mustang Standard

Medford, OR

UnscoredInsufficient · 0
$2,780197,036 mi

Medford, OR

2008 Dodge Nitro SLT

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

2008 Dodge Nitro SLT

Grants Pass, OR

UnscoredInsufficient · 0
$2,799172,219 mi

Grants Pass, OR

2006 Ford Five Hundred SEL

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

2006 Ford Five Hundred SEL

Medford, OR

UnscoredInsufficient · 0
$2,800151,000 mi

Medford, OR

2013 Dodge Grand Caravan R/T

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

2013 Dodge Grand Caravan R/T

Medford, OR

UnscoredInsufficient · 0
$2,813157,946 mi

Medford, OR

2009 Nissan Murano S

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

2009 Nissan Murano S

Medford, OR

UnscoredInsufficient · 0
$2,888223,287 mi

Medford, OR

2006 BMW X3 3.0i

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

2006 BMW X3 3.0i

Grants Pass, OR

UnscoredInsufficient · 0
$2,900135,748 mi

Grants Pass, OR

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Central Point, OR

Salvage title
$2,975142,971 mi

Central Point, OR

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

Medford, OR

UnscoredInsufficient · 0
$2,995Mileage not verified

Medford, OR

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Medford, OR

UnscoredLimited · 9
$3,314167,538 mi

Comparison: 9 similar vehicles

Medford, OR

2006 Dodge Grand Caravan SXT

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

2006 Dodge Grand Caravan SXT

Medford, OR

UnscoredInsufficient · 0
$3,470189,910 mi

Medford, OR

2007 Dodge Caliber R/T

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

2007 Dodge Caliber R/T

Medford, OR

UnscoredInsufficient · 0
$3,488120,000 mi

Medford, OR

2006 Saturn ION 2

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

2006 Saturn ION 2

Medford, OR

UnscoredInsufficient · 0
$3,492203,913 mi

Medford, OR

1999 Jeep Cherokee SE

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

1999 Jeep Cherokee SE

Medford, OR

UnscoredInsufficient · 0
$3,551181,154 mi

Medford, OR

2009 Chevrolet Aveo5 1LS

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

2009 Chevrolet Aveo5 1LS

Central Point, OR

UnscoredInsufficient · 0
$3,575147,939 mi

Central Point, OR

2008 Ford Explorer Eddie Bauer

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

2008 Ford Explorer Eddie Bauer

Medford, OR

UnscoredInsufficient · 0
$3,575231,996 mi

Medford, OR

2003 Subaru Forester XS

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

2003 Subaru Forester XS

Central Point, OR

UnscoredInsufficient · 0
$3,575242,543 mi

Central Point, OR

2016 Nissan Rogue S

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

2016 Nissan Rogue S

Medford, OR

UnscoredLimited · 12
$3,637151,343 mi

Comparison: 12 similar vehicles

Medford, OR

2013 Hyundai Sonata SE

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

2013 Hyundai Sonata SE

Medford, OR

UnscoredInsufficient · 0
$3,63796,362 mi

Medford, OR

2007 Honda Pilot EX

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

2007 Honda Pilot EX

Medford, OR

UnscoredInsufficient · 0
$3,637182,000 mi

Medford, OR

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Grants Pass, OR

UnscoredLimited · 10
$3,699157,825 mi

Comparison: 10 similar vehicles

Grants Pass, OR

2015 Kia Soul Base

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

2015 Kia Soul Base

Medford, OR

Salvage title
$3,990156,125 mi

Medford, OR

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

Grants Pass, OR

UnscoredLimited · 9
$3,995181,100 mi

Comparison: 9 similar vehicles

Grants Pass, OR

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Medford, OR

UnscoredInsufficient · 0
$3,995155,499 mi

Medford, OR

No Photo

2004 Kia Optima EX

Medford, OR

UnscoredInsufficient · 4
$3,995138,664 mi

Comparison: 4 similar vehicles

Medford, OR

2007 Ford Explorer XLT

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

2007 Ford Explorer XLT

Medford, OR

UnscoredInsufficient · 0
$3,998150,000 mi

Medford, OR

2009 Ford Taurus SEL

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

2009 Ford Taurus SEL

Grants Pass, OR

UnscoredInsufficient · 0
$3,999181,475 mi

Grants Pass, OR

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Grants Pass, OR

UnscoredInsufficient · 3
$3,999189,636 mi

Comparison: 3 similar vehicles

Grants Pass, OR

2010 Ford Focus SE

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

2010 Ford Focus SE

Medford, OR

UnscoredInsufficient · 0
$4,014100,619 mi

Medford, OR

2012 Kia Soul Base

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

2012 Kia Soul Base

Medford, OR

UnscoredInsufficient · 3
$4,040175,173 mi

Comparison: 3 similar vehicles

Medford, OR

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Medford, OR

UnscoredInsufficient · 0
$4,113153,093 mi

Medford, OR

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Medford, OR

UnscoredInsufficient · 0
$4,184174,750 mi

Medford, OR

2012 Subaru Outback Limited

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

2012 Subaru Outback Limited

Medford, OR

UnscoredInsufficient · 0
$4,197172,388 mi

Medford, OR

2005 Honda Civic EX

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

2005 Honda Civic EX

Grants Pass, OR

UnscoredInsufficient · 0
$4,250208,800 mi

Grants Pass, OR

2014 Dodge Grand Caravan SE

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

2014 Dodge Grand Caravan SE

Medford, OR

UnscoredInsufficient · 3
$4,275153,962 mi

Comparison: 3 similar vehicles

Medford, OR

2010 Ford Edge SEL

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

2010 Ford Edge SEL

Medford, OR

UnscoredInsufficient · 3
$4,275188,300 mi

Comparison: 3 similar vehicles

Medford, OR

2014 Kia Forte LX

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

2014 Kia Forte LX

Grants Pass, OR

UnscoredLimited · 5
$4,295141,551 mi

Comparison: 5 similar vehicles

Grants Pass, OR

2014 Ford Escape SE

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

2014 Ford Escape SE

Medford, OR

UnscoredLimited · 5
$4,314126,419 mi

Comparison: 5 similar vehicles

Medford, OR

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

Medford, OR

UnscoredLimited · 9
$4,398226,559 mi

Comparison: 9 similar vehicles

Medford, OR

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Medford, OR

UnscoredInsufficient · 0
$4,420161,456 mi

Medford, OR

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Medford, OR

UnscoredInsufficient · 4
$4,486151,150 mi

Comparison: 4 similar vehicles

Medford, OR

2016 Mazda MAZDA6 i Sport

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

2016 Mazda MAZDA6 i Sport

Medford, OR

UnscoredInsufficient · 0
$4,495192,189 mi

Medford, OR

2003 Saturn L-Series L200

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

2003 Saturn L-Series L200

Medford, OR

UnscoredInsufficient · 0
$4,499147,000 mi

Medford, OR

2016 Audi A3 Sedan Premium

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

2016 Audi A3 Sedan Premium

Grants Pass, OR

UnscoredLimited · 5
$4,500168,012 mi

Comparison: 5 similar vehicles

Grants Pass, OR

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 manage their profile, 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, exports, and enhanced merchandising.
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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