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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

194 listings found

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Crescent, OR

UnscoredInsufficient · 4
$1,995188,120 mi

Comparison: 4 similar vehicles

Crescent, OR

2005 Volvo S60 2.5T

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

2005 Volvo S60 2.5T

Prineville, OR

UnscoredInsufficient · 0
$1,995175,456 mi

Prineville, OR

1998 Nissan Maxima SE

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

1998 Nissan Maxima SE

Prineville, OR

UnscoredInsufficient · 0
$2,995293,919 mi

Prineville, OR

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Crescent, OR

UnscoredInsufficient · 3
$3,495113,314 mi

Comparison: 3 similar vehicles

Crescent, OR

2010 Honda Accord LX

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

2010 Honda Accord LX

Prineville, OR

UnscoredInsufficient · 4
$3,995204,915 mi

Comparison: 4 similar vehicles

Prineville, OR

2008 Buick LaCrosse CX

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

2008 Buick LaCrosse CX

Prineville, OR

UnscoredInsufficient · 0
$3,995164,968 mi

Prineville, OR

2003 Ford Crown Victoria LX

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

2003 Ford Crown Victoria LX

Bend, OR

UnscoredInsufficient · 0
$3,995153,557 mi

Bend, OR

2002 Mercedes-Benz C-Class C240

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

2002 Mercedes-Benz C-Class C240

Prineville, OR

UnscoredInsufficient · 0
$3,995110,806 mi

Prineville, OR

2007 Pontiac Grand Prix GP

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

2007 Pontiac Grand Prix GP

Redmond, OR

UnscoredInsufficient · 0
$3,999181,070 mi

Redmond, OR

2004 Chrysler Concorde LXI

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

2004 Chrysler Concorde LXI

Redmond, OR

UnscoredInsufficient · 0
$3,999231,020 mi

Redmond, OR

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Bend, OR

UnscoredInsufficient · 4
$4,206132,157 mi

Comparison: 4 similar vehicles

Bend, OR

2010 Lincoln MKZ Base

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

2010 Lincoln MKZ Base

Bend, OR

UnscoredInsufficient · 0
$4,548216,341 mi

Bend, OR

2003 Volkswagen Jetta GLS

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

2003 Volkswagen Jetta GLS

Redmond, OR

UnscoredInsufficient · 0
$4,999194,607 mi

Redmond, OR

1998 Subaru Legacy DQ

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

1998 Subaru Legacy DQ

Redmond, OR

UnscoredInsufficient · 0
$4,999169,390 mi

Redmond, OR

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Bend, OR

UnscoredInsufficient · 0
$5,213159,968 mi

Bend, OR

2016 Buick LaCrosse Leather

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

2016 Buick LaCrosse Leather

Prineville, OR

UnscoredInsufficient · 3
$5,995214,864 mi

Comparison: 3 similar vehicles

Prineville, OR

2016 Chevrolet Impala 1LT

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

2016 Chevrolet Impala 1LT

Prineville, OR

UnscoredInsufficient · 0
$5,995187,230 mi

Prineville, OR

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Prineville, OR

UnscoredLimited · 7
$5,995133,973 mi

Comparison: 7 similar vehicles

Prineville, OR

2011 Hyundai Sonata Limited

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

2011 Hyundai Sonata Limited

Prineville, OR

UnscoredInsufficient · 3
$5,995175,945 mi

Comparison: 3 similar vehicles

Prineville, OR

2004 Dodge Stratus SE

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

2004 Dodge Stratus SE

Redmond, OR

UnscoredInsufficient · 0
$5,99996,921 mi

Redmond, 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

Bend, OR

UnscoredInsufficient · 0
$6,956260,001 mi

Bend, OR

2008 Subaru Impreza 2.5i

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

2008 Subaru Impreza 2.5i

Redmond, OR

UnscoredInsufficient · 0
$6,999165,294 mi

Redmond, OR

2008 Volvo S80 3.2

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

2008 Volvo S80 3.2

Bend, OR

UnscoredInsufficient · 0
$7,213116,660 mi

Bend, OR

2017 Kia Optima LX

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

2017 Kia Optima LX

Prineville, OR

UnscoredModerate · 29
$7,995123,336 mi

Comparison: 29 similar vehicles

Prineville, OR

2012 Toyota Yaris Fleet

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

2012 Toyota Yaris Fleet

Bend, OR

UnscoredInsufficient · 0
$7,995110,759 mi

Bend, OR

2012 Volvo S60 T5

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

2012 Volvo S60 T5

Bend, OR

UnscoredLimited · 5
$7,995124,250 mi

Comparison: 5 similar vehicles

Bend, OR

2009 Toyota Camry Hybrid

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

2009 Toyota Camry Hybrid

Bend, OR

UnscoredModerate · 26
$7,995140,800 mi

Comparison: 26 similar vehicles

Bend, OR

2014 BMW 3 Series 328d

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

2014 BMW 3 Series 328d

Redmond, OR

UnscoredLimited · 7
$7,999181,780 mi

Comparison: 7 similar vehicles

Redmond, OR

2012 Nissan Altima S

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

2012 Nissan Altima S

Redmond, OR

UnscoredLimited · 13
$7,999182,438 mi

Comparison: 13 similar vehicles

Redmond, OR

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Redmond, OR

UnscoredLimited · 13
$7,999156,098 mi

Comparison: 13 similar vehicles

Redmond, OR

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Redmond, OR

UnscoredInsufficient · 0
$7,999113,276 mi

Redmond, OR

2011 Volkswagen Jetta SE

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

2011 Volkswagen Jetta SE

Redmond, OR

UnscoredInsufficient · 0
$7,999148,513 mi

Redmond, OR

2013 Cadillac CTS Sedan Luxury Collection

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

2013 Cadillac CTS Sedan Luxury Collection

Madras, OR

UnscoredInsufficient · 0
$8,000140,388 mi

Madras, OR

2010 Ford Taurus Limited

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

2010 Ford Taurus Limited

Bend, OR

UnscoredInsufficient · 0
$8,213135,709 mi

Bend, OR

2012 Hyundai Elantra GLS

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

2012 Hyundai Elantra GLS

Bend, OR

UnscoredLimited · 18
$8,240121,884 mi

Comparison: 18 similar vehicles

Bend, OR

2015 Kia Forte EX

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

2015 Kia Forte EX

Bend, OR

UnscoredInsufficient · 3
$8,715115,267 mi

Comparison: 3 similar vehicles

Bend, OR

2019 Nissan Altima S

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

2019 Nissan Altima S

Prineville, OR

UnscoredLimited · 14
$8,995144,565 mi

Comparison: 14 similar vehicles

Prineville, OR

2017 Buick LaCrosse Premium

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

2017 Buick LaCrosse Premium

Prineville, OR

UnscoredInsufficient · 0
$8,995133,492 mi

Prineville, OR

2015 Honda Accord LX

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

2015 Honda Accord LX

Prineville, OR

UnscoredLimited · 5
$8,995160,315 mi

Comparison: 5 similar vehicles

Prineville, OR

2014 Buick Regal Base

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

2014 Buick Regal Base

Prineville, OR

UnscoredInsufficient · 0
$8,99589,838 mi

Prineville, OR

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Redmond, OR

UnscoredLimited · 5
$8,999167,263 mi

Comparison: 5 similar vehicles

Redmond, OR

2013 Honda Accord LX

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

2013 Honda Accord LX

Bend, OR

UnscoredLimited · 11
$9,240226,849 mi

Comparison: 11 similar vehicles

Bend, OR

2015 Chrysler 300 Limited

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

2015 Chrysler 300 Limited

Bend, OR

UnscoredLimited · 5
$9,956157,635 mi

Comparison: 5 similar vehicles

Bend, OR

2013 BMW 7 Series 740i

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

2013 BMW 7 Series 740i

Bend, OR

UnscoredInsufficient · 0
$9,995120,053 mi

Bend, OR

2012 BMW 5 Series 528i

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

2012 BMW 5 Series 528i

Bend, OR

UnscoredInsufficient · 3
$10,99580,179 mi

Comparison: 3 similar vehicles

Bend, OR

2016 Chrysler 200 LX

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

2016 Chrysler 200 LX

Redmond, OR

UnscoredInsufficient · 0
$10,999106,357 mi

Redmond, OR

2012 Honda Accord LX

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

2012 Honda Accord LX

Redmond, OR

UnscoredInsufficient · 4
$10,999141,102 mi

Comparison: 4 similar vehicles

Redmond, OR

2013 BMW 5 Series 535i

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

2013 BMW 5 Series 535i

Bend, OR

UnscoredLimited · 5
$12,49593,037 mi

Comparison: 5 similar vehicles

Bend, OR

2014 Dodge Charger SXT

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

2014 Dodge Charger SXT

Bend, OR

UnscoredInsufficient · 0
$12,99589,270 mi

Bend, OR

2018 Nissan Altima SR

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

2018 Nissan Altima SR

Redmond, OR

UnscoredInsufficient · 3
$13,999102,684 mi

Comparison: 3 similar vehicles

Redmond, 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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