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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

1,027 listings found

2006 Cadillac CTS 3.6

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

2006 Cadillac CTS 3.6

Eugene, OR

UnscoredInsufficient · 0
$2,250144,606 mi

Eugene, OR

2002 Chrysler 300M Base

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

2002 Chrysler 300M Base

Albany, OR

UnscoredInsufficient · 0
$2,295129,656 mi

Albany, OR

2007 Volkswagen Jetta Wolfsburg Edition

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

2007 Volkswagen Jetta Wolfsburg Edition

Cottage Grove, OR

UnscoredInsufficient · 0
$2,749133,841 mi

Cottage Grove, OR

2006 BMW 5 Series 525i

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

2006 BMW 5 Series 525i

Cottage Grove, OR

UnscoredInsufficient · 0
$3,249175,421 mi

Cottage Grove, OR

2006 Acura TL Base

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

2006 Acura TL Base

Eugene, OR

UnscoredLimited · 5
$3,699230,022 mi

Comparison: 5 similar vehicles

Eugene, OR

2006 INFINITI M 45 Sport

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

2006 INFINITI M 45 Sport

Eugene, OR

UnscoredInsufficient · 0
$3,982216,729 mi

Eugene, OR

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Springfield, OR

UnscoredInsufficient · 3
$3,990144,228 mi

Comparison: 3 similar vehicles

Springfield, OR

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Eugene, OR

UnscoredInsufficient · 0
$3,990163,049 mi

Eugene, OR

2012 Ford Taurus Limited

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

2012 Ford Taurus Limited

Albany, OR

UnscoredInsufficient · 0
$3,995147,582 mi

Albany, OR

2003 Ford Taurus SES

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

2003 Ford Taurus SES

Albany, OR

UnscoredInsufficient · 0
$3,995205,433 mi

Albany, OR

2015 Kia Optima LX

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

2015 Kia Optima LX

Eugene, OR

UnscoredLimited · 10
$3,998195,692 mi

Comparison: 10 similar vehicles

Eugene, OR

2014 Chevrolet Sonic LS

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

2014 Chevrolet Sonic LS

Eugene, OR

UnscoredInsufficient · 0
$3,999138,452 mi

Eugene, OR

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Eugene, OR

UnscoredInsufficient · 4
$4,499174,415 mi

Comparison: 4 similar vehicles

Eugene, OR

2007 Mazda MAZDA3 i

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

2007 Mazda MAZDA3 i

Eugene, OR

UnscoredInsufficient · 0
$4,980163,107 mi

Eugene, OR

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Eugene, OR

UnscoredLimited · 6
$4,987165,064 mi

Comparison: 6 similar vehicles

Eugene, OR

2009 Ford Fusion SE

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

2009 Ford Fusion SE

Eugene, OR

UnscoredInsufficient · 0
$4,98896,285 mi

Eugene, OR

2007 Nissan Altima S

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

2007 Nissan Altima S

Eugene, OR

UnscoredInsufficient · 0
$4,990191,765 mi

Eugene, OR

2003 Buick Century Custom

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

2003 Buick Century Custom

Eugene, OR

UnscoredInsufficient · 0
$4,99079,640 mi

Eugene, OR

2012 Chevrolet Cruze 1FL

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

2012 Chevrolet Cruze 1FL

Albany, OR

UnscoredInsufficient · 0
$4,995178,000 mi

Albany, OR

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Eugene, OR

UnscoredLimited · 9
$4,995186,187 mi

Comparison: 9 similar vehicles

Eugene, OR

2008 Ford Focus SE

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

2008 Ford Focus SE

Albany, OR

UnscoredInsufficient · 4
$4,995172,477 mi

Comparison: 4 similar vehicles

Albany, OR

2007 Nissan Altima S

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

2007 Nissan Altima S

Eugene, OR

UnscoredInsufficient · 0
$4,995160,501 mi

Eugene, OR

2005 Cadillac STS Base

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

2005 Cadillac STS Base

Albany, OR

UnscoredInsufficient · 0
$4,995110,721 mi

Albany, OR

2004 Mazda MAZDA3 I

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

2004 Mazda MAZDA3 I

Albany, OR

Salvage title
$4,995328,880 mi

Albany, OR

2003 Honda Accord EX

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

2003 Honda Accord EX

Albany, OR

UnscoredLimited · 6
$4,995211,320 mi

Comparison: 6 similar vehicles

Albany, OR

1998 Mercedes-Benz C-Class C 230

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

1998 Mercedes-Benz C-Class C 230

Albany, OR

UnscoredInsufficient · 0
$4,995155,893 mi

Albany, OR

2010 Toyota Camry Hybrid

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

2010 Toyota Camry Hybrid

Eugene, OR

UnscoredInsufficient · 0
$4,999180,781 mi

Eugene, OR

2005 Dodge Neon SXT

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

2005 Dodge Neon SXT

Albany, OR

UnscoredInsufficient · 0
$4,999163,265 mi

Albany, OR

2014 Nissan Sentra SV

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

2014 Nissan Sentra SV

Philomath, OR

Fair PriceLimited · 12
$5,00099,000 mi

Market: $2,600 – $8,667

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Philomath, OR

2007 Subaru Legacy GT Limited

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

2007 Subaru Legacy GT Limited

Eugene, OR

UnscoredInsufficient · 0
$5,299154,048 mi

Eugene, OR

2002 Ford Crown Victoria LX

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

2002 Ford Crown Victoria LX

Philomath, OR

UnscoredInsufficient · 0
$5,400154,000 mi

Philomath, OR

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Corvallis, OR

UnscoredInsufficient · 3
$5,495177,033 mi

Comparison: 3 similar vehicles

Corvallis, OR

2011 Mercedes-Benz C-Class C300 Luxury

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

2011 Mercedes-Benz C-Class C300 Luxury

Albany, OR

UnscoredInsufficient · 4
$5,500162,000 mi

Comparison: 4 similar vehicles

Albany, OR

2011 Hyundai Accent GLS

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

2011 Hyundai Accent GLS

Eugene, OR

UnscoredInsufficient · 3
$5,665143,826 mi

Comparison: 3 similar vehicles

Eugene, OR

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

Eugene, OR

UnscoredModerate · 26
$5,749136,683 mi

Comparison: 26 similar vehicles

Eugene, OR

2006 Lexus GS 300

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

2006 Lexus GS 300

Eugene, OR

UnscoredInsufficient · 3
$5,749157,812 mi

Comparison: 3 similar vehicles

Eugene, OR

No Photo

2010 Chevrolet Malibu 2LT

Eugene, OR

UnscoredInsufficient · 0
$5,750141,949 mi

Eugene, OR

2012 Chevrolet Malibu 2LT

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

2012 Chevrolet Malibu 2LT

Corvallis, OR

UnscoredInsufficient · 0
$5,844134,171 mi

Corvallis, OR

2007 Nissan Sentra SE-R Spec V

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

2007 Nissan Sentra SE-R Spec V

Eugene, OR

UnscoredInsufficient · 0
$5,885149,828 mi

Eugene, OR

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Eugene, OR

UnscoredInsufficient · 4
$5,900202,488 mi

Comparison: 4 similar vehicles

Eugene, OR

2017 Ford Focus S

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

2017 Ford Focus S

Eugene, OR

UnscoredInsufficient · 3
$5,99086,421 mi

Comparison: 3 similar vehicles

Eugene, OR

2012 Ford Focus SE

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

2012 Ford Focus SE

Eugene, OR

UnscoredLimited · 5
$5,990114,205 mi

Comparison: 5 similar vehicles

Eugene, OR

2006 INFINITI G35 Base

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

2006 INFINITI G35 Base

Eugene, OR

UnscoredInsufficient · 0
$5,994126,735 mi

Eugene, OR

2017 Hyundai Sonata Base

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

2017 Hyundai Sonata Base

Corvallis, OR

UnscoredInsufficient · 4
$5,995150,183 mi

Comparison: 4 similar vehicles

Corvallis, OR

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Eugene, OR

UnscoredInsufficient · 3
$5,99587,407 mi

Comparison: 3 similar vehicles

Eugene, OR

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Albany, OR

UnscoredInsufficient · 0
$5,995182,289 mi

Albany, OR

2013 Chrysler 300 Base

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

2013 Chrysler 300 Base

Albany, OR

UnscoredInsufficient · 0
$5,995380,479 mi

Albany, OR

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Eugene, OR

UnscoredLimited · 6
$5,995147,871 mi

Comparison: 6 similar vehicles

Eugene, OR

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Albany, OR

UnscoredInsufficient · 3
$5,995198,701 mi

Comparison: 3 similar vehicles

Albany, OR

2009 Chevrolet Impala LTZ

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

2009 Chevrolet Impala LTZ

Eugene, OR

UnscoredInsufficient · 0
$5,995172,109 mi

Eugene, OR

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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