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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

10,983 listings found

1992 Ford Econoline

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

1992 Ford Econoline

Newberg, OR

UnscoredInsufficient · 0
$2,900Mileage not verified

Newberg, OR

2005 Dodge Grand Caravan SE

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

2005 Dodge Grand Caravan SE

Newberg, OR

UnscoredInsufficient · 3
$2,950Mileage not verified

Comparison: 3 similar vehicles

Newberg, OR

2007 Saturn ION 2

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

2007 Saturn ION 2

Salem, OR

UnscoredInsufficient · 0
$2,99589,722 mi

Salem, OR

2005 Toyota Prius Base

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

2005 Toyota Prius Base

Dallas, OR

Salvage title
$2,995243,500 mi

Dallas, OR

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Keizer, OR

UnscoredInsufficient · 3
$3,288212,725 mi

Comparison: 3 similar vehicles

Keizer, OR

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Dallas, OR

UnscoredLimited · 14
$3,495209,100 mi

Comparison: 14 similar vehicles

Dallas, OR

1993 Saturn SC1

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

1993 Saturn SC1

Cornelius, OR

UnscoredInsufficient · 0
$3,59585,855 mi

Cornelius, OR

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Newberg, OR

UnscoredInsufficient · 3
$3,750200,000 mi

Comparison: 3 similar vehicles

Newberg, OR

2011 Subaru Outback I Limited

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

2011 Subaru Outback I Limited

Forest Grove, OR

UnscoredLimited · 13
$3,950167,550 mi

Comparison: 13 similar vehicles

Forest Grove, OR

2008 Ford Escape Limited

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

2008 Ford Escape Limited

Newberg, OR

UnscoredInsufficient · 4
$3,950179,000 mi

Comparison: 4 similar vehicles

Newberg, OR

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Newberg, OR

UnscoredLimited · 18
$3,950222,000 mi

Comparison: 18 similar vehicles

Newberg, OR

2005 BMW 5 Series 530i

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

2005 BMW 5 Series 530i

Newberg, OR

UnscoredInsufficient · 0
$3,950167,000 mi

Newberg, OR

2000 Pontiac Montana Base

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

2000 Pontiac Montana Base

Cornelius, OR

UnscoredInsufficient · 0
$3,950139,877 mi

Cornelius, OR

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Beaverton, OR

UnscoredLimited · 15
$3,977129,000 mi

Comparison: 15 similar vehicles

Beaverton, OR

2015 Subaru Legacy 2.5i Premium

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

2015 Subaru Legacy 2.5i Premium

Dallas, OR

UnscoredLimited · 9
$3,995201,839 mi

Comparison: 9 similar vehicles

Dallas, OR

2012 Mazda MAZDA6 s Grand Touring

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

2012 Mazda MAZDA6 s Grand Touring

Dallas, OR

UnscoredInsufficient · 0
$3,995164,003 mi

Dallas, OR

2010 Mercedes-Benz E-Class

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

2010 Mercedes-Benz E-Class

Dallas, OR

UnscoredInsufficient · 0
$3,995179,084 mi

Dallas, OR

2008 Jeep Patriot Sport

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

2008 Jeep Patriot Sport

Lafayette, OR

UnscoredInsufficient · 4
$3,995209,684 mi

Comparison: 4 similar vehicles

Lafayette, OR

2008 Chevrolet Equinox LS

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

2008 Chevrolet Equinox LS

Cornelius, OR

UnscoredInsufficient · 0
$3,995137,265 mi

Cornelius, OR

No Photo

2008 Volkswagen Jetta S

Salem, OR

UnscoredInsufficient · 0
$3,995118,813 mi

Salem, OR

2008 Hyundai Veracruz Limited

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

2008 Hyundai Veracruz Limited

Hillsboro, OR

UnscoredInsufficient · 0
$3,995187,000 mi

Hillsboro, OR

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Keizer, OR

UnscoredInsufficient · 4
$3,995155,400 mi

Comparison: 4 similar vehicles

Keizer, OR

2007 Saturn VUE 2.2L

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

2007 Saturn VUE 2.2L

Cornelius, OR

UnscoredInsufficient · 0
$3,995109,250 mi

Cornelius, OR

2004 Ford Mustang Standard

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

2004 Ford Mustang Standard

Hillsboro, OR

UnscoredInsufficient · 0
$3,995128,498 mi

Hillsboro, OR

2004 Toyota Avalon XLS

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

2004 Toyota Avalon XLS

Dallas, OR

UnscoredInsufficient · 3
$3,995186,114 mi

Comparison: 3 similar vehicles

Dallas, OR

2004 INFINITI QX56 Base

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

2004 INFINITI QX56 Base

Hillsboro, OR

UnscoredInsufficient · 0
$3,995225,245 mi

Hillsboro, OR

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Beaverton, OR

UnscoredInsufficient · 4
$3,999186,000 mi

Comparison: 4 similar vehicles

Beaverton, OR

2012 Honda Pilot EX-L

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

2012 Honda Pilot EX-L

Beaverton, OR

UnscoredInsufficient · 3
$3,999211,000 mi

Comparison: 3 similar vehicles

Beaverton, OR

2010 Dodge Grand Caravan SXT

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

2010 Dodge Grand Caravan SXT

Beaverton, OR

UnscoredLimited · 5
$3,999136,000 mi

Comparison: 5 similar vehicles

Beaverton, OR

2001 Toyota Highlander Base

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

2001 Toyota Highlander Base

Beaverton, OR

UnscoredInsufficient · 0
$3,999222,000 mi

Beaverton, OR

2012 Ford Focus SE

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

2012 Ford Focus SE

McMinnville, OR

UnscoredLimited · 8
$4,363168,039 mi

Comparison: 8 similar vehicles

McMinnville, OR

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Hillsboro, OR

UnscoredInsufficient · 3
$4,395185,789 mi

Comparison: 3 similar vehicles

Hillsboro, OR

2006 Ford Escape Hybrid

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

2006 Ford Escape Hybrid

Salem, OR

UnscoredInsufficient · 0
$4,495128,361 mi

Salem, OR

2004 Volkswagen Jetta GLS

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

2004 Volkswagen Jetta GLS

Hillsboro, OR

UnscoredInsufficient · 0
$4,495126,431 mi

Hillsboro, OR

2003 Dodge Durango SLT

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

2003 Dodge Durango SLT

Hillsboro, OR

UnscoredInsufficient · 0
$4,495182,276 mi

Hillsboro, OR

2002 Chrysler PT Cruiser Touring Edition

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

2002 Chrysler PT Cruiser Touring Edition

Hillsboro, OR

UnscoredInsufficient · 0
$4,49592,948 mi

Hillsboro, OR

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Beaverton, OR

UnscoredInsufficient · 4
$4,500154,000 mi

Comparison: 4 similar vehicles

Beaverton, OR

2011 Subaru Legacy 2.5i

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

2011 Subaru Legacy 2.5i

Cornelius, OR

UnscoredInsufficient · 4
$4,595154,784 mi

Comparison: 4 similar vehicles

Cornelius, OR

2008 Nissan Altima S

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

2008 Nissan Altima S

Cornelius, OR

UnscoredLimited · 12
$4,595129,206 mi

Comparison: 12 similar vehicles

Cornelius, OR

2002 Honda Odyssey EX

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

2002 Honda Odyssey EX

Cornelius, OR

UnscoredInsufficient · 0
$4,595162,337 mi

Cornelius, OR

2002 Lexus ES 300

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

2002 Lexus ES 300

Cornelius, OR

UnscoredInsufficient · 3
$4,595150,290 mi

Comparison: 3 similar vehicles

Cornelius, OR

2011 Hyundai Tucson GLS

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

2011 Hyundai Tucson GLS

Newberg, OR

UnscoredLimited · 5
$4,600158,440 mi

Comparison: 5 similar vehicles

Newberg, OR

2012 Nissan Sentra S

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

2012 Nissan Sentra S

Hillsboro, OR

UnscoredInsufficient · 0
$4,795172,020 mi

Hillsboro, OR

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Dallas, OR

UnscoredInsufficient · 0
$4,850131,868 mi

Dallas, OR

2009 Jeep Patriot Sport

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

2009 Jeep Patriot Sport

Newberg, OR

UnscoredInsufficient · 0
$4,875Mileage not verified

Newberg, OR

2014 Subaru Impreza 2.0I Sport Premium

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

2014 Subaru Impreza 2.0I Sport Premium

Beaverton, OR

UnscoredLimited · 11
$4,900198,000 mi

Comparison: 11 similar vehicles

Beaverton, OR

2007 Cadillac DTS Luxury II

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

2007 Cadillac DTS Luxury II

Lincoln City, OR

Salvage title
$4,915126,930 mi

Lincoln City, OR

2004 Toyota Camry LE V6

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

2004 Toyota Camry LE V6

Lincoln City, OR

UnscoredInsufficient · 0
$4,915192,580 mi

Lincoln City, OR

2001 Honda Odyssey EX

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

2001 Honda Odyssey EX

Portland, OR

UnscoredInsufficient · 0
$4,990161,310 mi

Portland, OR

2017 Jeep Cherokee Sport

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

2017 Jeep Cherokee Sport

Salem, OR

UnscoredInsufficient · 3
$4,995166,658 mi

Comparison: 3 similar vehicles

Salem, 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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