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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

204 listings found

2008 Honda Civic LX

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

2008 Honda Civic LX

Eugene, OR

UnscoredInsufficient · 4
$2,990286,652 mi

Comparison: 4 similar vehicles

Eugene, OR

2001 Honda Civic EX

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

2001 Honda Civic EX

Albany, OR

UnscoredInsufficient · 4
$4,995173,321 mi

Comparison: 4 similar vehicles

Albany, OR

1999 Mercedes-Benz CLK Base

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

1999 Mercedes-Benz CLK Base

Eugene, OR

UnscoredInsufficient · 0
$4,995183,744 mi

Eugene, OR

2004 Chevrolet Monte Carlo SS

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

2004 Chevrolet Monte Carlo SS

Dallas, OR

UnscoredInsufficient · 0
$4,99868,770 mi

Dallas, OR

2003 Mercedes-Benz CLK-Class CLK500

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

2003 Mercedes-Benz CLK-Class CLK500

Dallas, OR

UnscoredInsufficient · 0
$5,450106,538 mi

Dallas, OR

2008 Mazda RX-8 Touring

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

2008 Mazda RX-8 Touring

Salem, OR

UnscoredInsufficient · 0
$5,49086,000 mi

Salem, OR

2009 BMW 3 Series 328xi

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

2009 BMW 3 Series 328xi

Salem, OR

UnscoredInsufficient · 0
$5,995151,200 mi

Salem, OR

2009 BMW 6 Series 650i

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

2009 BMW 6 Series 650i

Albany, OR

UnscoredInsufficient · 0
$6,500133,896 mi

Albany, OR

2015 Kia Forte Koup SX

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

2015 Kia Forte Koup SX

Salem, OR

UnscoredInsufficient · 0
$7,995102,919 mi

Salem, OR

2006 Ford Mustang GT Premium

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

2006 Ford Mustang GT Premium

Salem, OR

UnscoredInsufficient · 0
$7,995174,646 mi

Salem, OR

1997 Cadillac Eldorado TOURING

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

1997 Cadillac Eldorado TOURING

Keizer, OR

UnscoredInsufficient · 0
$7,99555,500 mi

Keizer, OR

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Salem, OR

UnscoredInsufficient · 0
$7,999121,627 mi

Salem, OR

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Eugene, OR

Fair PriceLimited · 11
$8,44982,006 mi

Market: $2,495 – $9,991

Comparison: 11 similar vehicles

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

Eugene, OR

2011 BMW 3 Series 335i

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

2011 BMW 3 Series 335i

Corvallis, OR

UnscoredLimited · 6
$8,495152,042 mi

Comparison: 6 similar vehicles

Corvallis, OR

2008 Honda Civic SI

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

2008 Honda Civic SI

Salem, OR

UnscoredInsufficient · 0
$8,499147,505 mi

Salem, OR

2002 Mercedes-Benz CLK-Class CLK430

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

2002 Mercedes-Benz CLK-Class CLK430

Salem, OR

UnscoredInsufficient · 0
$8,95050,217 mi

Salem, OR

2013 Audi A5 Premium

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

2013 Audi A5 Premium

Eugene, OR

UnscoredInsufficient · 4
$8,982132,488 mi

Comparison: 4 similar vehicles

Eugene, OR

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Albany, OR

UnscoredLimited · 15
$8,995174,562 mi

Comparison: 15 similar vehicles

Albany, OR

2013 Chevrolet Camaro 2LT

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

2013 Chevrolet Camaro 2LT

Salem, OR

UnscoredInsufficient · 0
$8,995154,108 mi

Salem, OR

2012 Scion tC Base

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

2012 Scion tC Base

Salem, OR

UnscoredInsufficient · 0
$8,995129,415 mi

Salem, OR

2009 Honda Civic EX

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

2009 Honda Civic EX

Salem, OR

UnscoredInsufficient · 4
$8,995138,515 mi

Comparison: 4 similar vehicles

Salem, OR

2006 Mitsubishi Eclipse GS

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

2006 Mitsubishi Eclipse GS

Albany, OR

UnscoredInsufficient · 0
$8,99577,433 mi

Albany, OR

2003 Nissan 350Z Touring

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

2003 Nissan 350Z Touring

Eugene, OR

UnscoredInsufficient · 3
$8,995157,000 mi

Comparison: 3 similar vehicles

Eugene, OR

2003 Ford Mustang GT Premium

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

2003 Ford Mustang GT Premium

Salem, OR

UnscoredInsufficient · 0
$8,998109,369 mi

Salem, OR

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

Albany, OR

UnscoredInsufficient · 0
$9,495125,901 mi

Albany, OR

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Eugene, OR

UnscoredInsufficient · 0
$9,980142,894 mi

Eugene, OR

No Photo

2008 Ford Mustang GT Deluxe

Salem, OR

UnscoredInsufficient · 0
$9,995104,269 mi

Salem, OR

2013 Chevrolet Camaro 2LS

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

2013 Chevrolet Camaro 2LS

Salem, OR

UnscoredInsufficient · 0
$9,999117,110 mi

Salem, OR

2014 Chevrolet Camaro 2LS

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

2014 Chevrolet Camaro 2LS

Salem, OR

UnscoredInsufficient · 0
$10,495125,835 mi

Salem, OR

2007 Honda Civic SI

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

2007 Honda Civic SI

Salem, OR

UnscoredInsufficient · 0
$10,49596,428 mi

Salem, OR

2016 Cadillac ATS Coupe Luxury Collection

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

2016 Cadillac ATS Coupe Luxury Collection

Eugene, OR

UnscoredInsufficient · 0
$10,800118,111 mi

Eugene, OR

2010 Honda Civic LX

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

2010 Honda Civic LX

Salem, OR

UnscoredLimited · 11
$10,990124,005 mi

Comparison: 11 similar vehicles

Salem, OR

2016 Honda Civic EX-L

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

2016 Honda Civic EX-L

Dallas, OR

UnscoredLimited · 14
$10,995162,021 mi

Comparison: 14 similar vehicles

Dallas, OR

2014 BMW 4 Series 428i

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

2014 BMW 4 Series 428i

Eugene, OR

UnscoredInsufficient · 4
$10,995116,468 mi

Comparison: 4 similar vehicles

Eugene, OR

2013 Dodge Challenger SXT

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

2013 Dodge Challenger SXT

Salem, OR

UnscoredInsufficient · 4
$10,995129,960 mi

Comparison: 4 similar vehicles

Salem, OR

2011 Chevrolet Camaro 1LT

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

2011 Chevrolet Camaro 1LT

Albany, OR

UnscoredInsufficient · 0
$10,995137,497 mi

Albany, OR

2011 Honda Accord EX-L

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

2011 Honda Accord EX-L

Albany, OR

UnscoredLimited · 5
$11,387117,171 mi

Comparison: 5 similar vehicles

Albany, OR

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Corvallis, OR

UnscoredLimited · 6
$11,799109,947 mi

Comparison: 6 similar vehicles

Corvallis, OR

2010 Nissan 370Z Touring

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

2010 Nissan 370Z Touring

Eugene, OR

UnscoredInsufficient · 0
$11,990148,392 mi

Eugene, OR

2009 Ford Mustang GT Premium

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

2009 Ford Mustang GT Premium

Albany, OR

UnscoredInsufficient · 0
$11,990164,396 mi

Albany, OR

2015 Honda Civic EX

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

2015 Honda Civic EX

Corvallis, OR

UnscoredModerate · 29
$11,995185,055 mi

Comparison: 29 similar vehicles

Corvallis, OR

2016 BMW 4 Series 428i

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

2016 BMW 4 Series 428i

Salem, OR

UnscoredLimited · 8
$12,245124,893 mi

Comparison: 8 similar vehicles

Salem, OR

2012 Ford Mustang V6 Premium

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

2012 Ford Mustang V6 Premium

Albany, OR

UnscoredInsufficient · 3
$12,990102,226 mi

Comparison: 3 similar vehicles

Albany, OR

2019 Dodge Challenger SXT

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

2019 Dodge Challenger SXT

Corvallis, OR

UnscoredLimited · 19
$12,995Mileage not verified

Comparison: 19 similar vehicles

Corvallis, OR

2006 Nissan 350Z Base

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

2006 Nissan 350Z Base

Eugene, OR

UnscoredInsufficient · 0
$12,99584,000 mi

Eugene, OR

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Woodburn, OR

UnscoredInsufficient · 4
$12,999160,238 mi

Comparison: 4 similar vehicles

Woodburn, OR

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Salem, OR

UnscoredInsufficient · 0
$13,90047,841 mi

Salem, OR

2014 Dodge Challenger R/T

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

2014 Dodge Challenger R/T

Salem, OR

UnscoredLimited · 5
$13,995114,155 mi

Comparison: 5 similar vehicles

Salem, OR

2010 Dodge Challenger SE

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

2010 Dodge Challenger SE

Eugene, OR

UnscoredLimited · 5
$13,99570,300 mi

Comparison: 5 similar vehicles

Eugene, OR

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Eugene, OR

UnscoredInsufficient · 4
$13,995105,611 mi

Comparison: 4 similar vehicles

Eugene, 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 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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