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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

3,463 listings found

2016 Kia Optima LX

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

2016 Kia Optima LX

Fremont, NE

UnscoredLimited · 11
$1,995285,074 mi

Comparison: 11 similar vehicles

Fremont, NE

2011 Ford Taurus SE

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

2011 Ford Taurus SE

Fremont, NE

UnscoredInsufficient · 0
$1,995301,000 mi

Fremont, NE

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Lincoln, NE

UnscoredLimited · 9
$2,490152,312 mi

Comparison: 9 similar vehicles

Lincoln, NE

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Bellevue, NE

UnscoredInsufficient · 0
$2,499198,000 mi

Bellevue, NE

2015 Chevrolet Malibu Fleet

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

2015 Chevrolet Malibu Fleet

York, NE

UnscoredInsufficient · 0
$2,500225,000 mi

York, NE

2012 Ford Fusion S

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

2012 Ford Fusion S

Lincoln, NE

UnscoredInsufficient · 4
$2,500178,067 mi

Comparison: 4 similar vehicles

Lincoln, NE

2017 Nissan Altima SV

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

2017 Nissan Altima SV

Lincoln, NE

UnscoredLimited · 12
$2,750163,657 mi

Comparison: 12 similar vehicles

Lincoln, NE

2003 Honda Civic EX

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

2003 Honda Civic EX

Omaha, NE

UnscoredInsufficient · 0
$2,900240,000 mi

Omaha, NE

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Fremont, NE

UnscoredLimited · 7
$2,950Mileage not verified

Comparison: 7 similar vehicles

Fremont, NE

2011 Dodge Avenger Mainstreet

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

2011 Dodge Avenger Mainstreet

Lincoln, NE

UnscoredInsufficient · 0
$2,950118,061 mi

Lincoln, NE

2006 Saturn ION 3

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

2006 Saturn ION 3

Fremont, NE

UnscoredInsufficient · 0
$2,950136,493 mi

Fremont, NE

2005 Cadillac DeVille DHS

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

2005 Cadillac DeVille DHS

Fremont, NE

UnscoredInsufficient · 0
$2,950Mileage not verified

Fremont, NE

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Omaha, NE

UnscoredInsufficient · 0
$2,999251,206 mi

Omaha, NE

2002 Acura RL Base

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

2002 Acura RL Base

Lincoln, NE

UnscoredInsufficient · 0
$3,000282,000 mi

Lincoln, NE

2012 Ford Focus SE

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

2012 Ford Focus SE

Lincoln, NE

UnscoredModerate · 21
$3,200164,985 mi

Comparison: 21 similar vehicles

Lincoln, NE

1997 Toyota Camry LE

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

1997 Toyota Camry LE

Omaha, NE

UnscoredInsufficient · 0
$3,400133,232 mi

Omaha, NE

2005 Toyota Corolla LE

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

2005 Toyota Corolla LE

Lincoln, NE

UnscoredInsufficient · 0
$3,450187,339 mi

Lincoln, NE

2010 Chevrolet Aveo 1LS

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

2010 Chevrolet Aveo 1LS

Omaha, NE

UnscoredInsufficient · 0
$3,500125,141 mi

Omaha, NE

2009 Volkswagen Jetta TDI

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

2009 Volkswagen Jetta TDI

Lincoln, NE

UnscoredInsufficient · 0
$3,500204,982 mi

Lincoln, NE

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Omaha, NE

UnscoredModerate · 21
$3,650200,000 mi

Comparison: 21 similar vehicles

Omaha, NE

2016 Kia Optima EX

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

2016 Kia Optima EX

Lincoln, NE

UnscoredInsufficient · 3
$3,798172,425 mi

Comparison: 3 similar vehicles

Lincoln, NE

2009 Chevrolet Malibu 1LT

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

2009 Chevrolet Malibu 1LT

Fremont, NE

UnscoredInsufficient · 0
$3,844175,000 mi

Fremont, NE

2006 Dodge Charger SE

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

2006 Dodge Charger SE

Fremont, NE

UnscoredInsufficient · 0
$3,950159,289 mi

Fremont, NE

2003 Lexus GS 300

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

2003 Lexus GS 300

Tecumseh, NE

UnscoredInsufficient · 0
$3,950Mileage not verified

Tecumseh, NE

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Omaha, NE

UnscoredInsufficient · 0
$3,995199,439 mi

Omaha, NE

2011 Nissan Sentra S

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

2011 Nissan Sentra S

Omaha, NE

Salvage title
$3,995116,859 mi

Omaha, NE

2010 Ford Focus SE

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

2010 Ford Focus SE

Omaha, NE

UnscoredInsufficient · 4
$3,995Mileage not verified

Comparison: 4 similar vehicles

Omaha, NE

2006 Ford Taurus SE

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

2006 Ford Taurus SE

Omaha, NE

UnscoredInsufficient · 4
$3,995Mileage not verified

Comparison: 4 similar vehicles

Omaha, NE

2001 Chevrolet Malibu LS

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

2001 Chevrolet Malibu LS

Omaha, NE

UnscoredInsufficient · 0
$3,995Mileage not verified

Omaha, NE

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Bellevue, NE

Salvage title
$3,999211,000 mi

Bellevue, NE

2011 Ford Focus SE

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

2011 Ford Focus SE

Omaha, NE

Salvage title
$3,999119,462 mi

Omaha, NE

2004 Lexus ES 330

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

2004 Lexus ES 330

Lincoln, NE

UnscoredLimited · 5
$3,999262,988 mi

Comparison: 5 similar vehicles

Lincoln, NE

2013 Volkswagen Jetta TDI

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

2013 Volkswagen Jetta TDI

Lincoln, NE

UnscoredInsufficient · 0
$4,000234,602 mi

Lincoln, NE

2015 Ford Fusion Titanium

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

2015 Ford Fusion Titanium

Bellevue, NE

UnscoredLimited · 5
$4,095220,707 mi

Comparison: 5 similar vehicles

Bellevue, NE

2013 Subaru Legacy I Premium

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

2013 Subaru Legacy I Premium

Omaha, NE

UnscoredLimited · 5
$4,189193,401 mi

Comparison: 5 similar vehicles

Omaha, NE

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Lincoln, NE

UnscoredLimited · 13
$4,200160,344 mi

Comparison: 13 similar vehicles

Lincoln, NE

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Fremont, NE

UnscoredInsufficient · 3
$4,250169,340 mi

Comparison: 3 similar vehicles

Fremont, NE

2005 Pontiac Bonneville SLE

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

2005 Pontiac Bonneville SLE

Omaha, NE

UnscoredInsufficient · 0
$4,288217,167 mi

Omaha, NE

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Omaha, NE

UnscoredLimited · 9
$4,294202,697 mi

Comparison: 9 similar vehicles

Omaha, NE

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Bellevue, NE

UnscoredInsufficient · 0
$4,298241,619 mi

Bellevue, NE

2013 Dodge Dart Rallye

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

2013 Dodge Dart Rallye

Bellevue, NE

UnscoredInsufficient · 0
$4,299189,000 mi

Bellevue, NE

2012 Nissan Altima S

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

2012 Nissan Altima S

Lincoln, NE

Fair PriceModerate · 20
$4,40086,000 mi

Market: $4,250 – $11,495

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Lincoln, NE

2012 Buick LaCrosse Touring

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

2012 Buick LaCrosse Touring

Omaha, NE

UnscoredInsufficient · 0
$4,450209,124 mi

Omaha, NE

2012 Chevrolet Impala LS

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

2012 Chevrolet Impala LS

Fremont, NE

UnscoredInsufficient · 0
$4,450138,378 mi

Fremont, NE

2007 Honda Accord EX

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

2007 Honda Accord EX

Omaha, NE

UnscoredInsufficient · 3
$4,450224,256 mi

Comparison: 3 similar vehicles

Omaha, NE

2015 Dodge Dart SE

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

2015 Dodge Dart SE

Lincoln, NE

UnscoredLimited · 5
$4,50081,679 mi

Comparison: 5 similar vehicles

Lincoln, NE

2014 Nissan Altima S

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

2014 Nissan Altima S

Omaha, NE

UnscoredLimited · 11
$4,500199,617 mi

Comparison: 11 similar vehicles

Omaha, NE

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Lincoln, NE

UnscoredLimited · 10
$4,500172,000 mi

Comparison: 10 similar vehicles

Lincoln, NE

2012 Ford Focus SE

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

2012 Ford Focus SE

Omaha, NE

UnscoredModerate · 21
$4,500184,974 mi

Comparison: 21 similar vehicles

Omaha, NE

2009 Cadillac CTS 1SA

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

2009 Cadillac CTS 1SA

Lincoln, NE

Salvage title
$4,500156,525 mi

Lincoln, NE

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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