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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

648 listings found

2006 Chevrolet Cobalt LS

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

2006 Chevrolet Cobalt LS

Harrison, AR

UnscoredInsufficient · 0
$3,999188,213 mi

Harrison, AR

2010 Nissan Altima SR

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

2010 Nissan Altima SR

Little Rock, AR

UnscoredLimited · 12
$4,119135,217 mi

Comparison: 12 similar vehicles

Little Rock, AR

2006 Honda Accord EX

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

2006 Honda Accord EX

Forrest City, AR

UnscoredInsufficient · 0
$4,950203,004 mi

Forrest City, AR

2007 Mazda RX-8 Touring

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

2007 Mazda RX-8 Touring

Fort Smith, AR

UnscoredInsufficient · 0
$4,995174,264 mi

Fort Smith, AR

2004 Chrysler Crossfire Base

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

2004 Chrysler Crossfire Base

Van Buren, AR

UnscoredInsufficient · 0
$4,995144,000 mi

Van Buren, AR

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

Springdale, AR

UnscoredLimited · 16
$5,099174,759 mi

Comparison: 16 similar vehicles

Springdale, AR

No Photo

2013 Honda Civic EX

Harrison, AR

UnscoredLimited · 5
$5,495178,950 mi

Comparison: 5 similar vehicles

Harrison, AR

2014 Honda Civic LX

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

2014 Honda Civic LX

Pine Bluff, AR

UnscoredInsufficient · 0
$5,900239,401 mi

Pine Bluff, AR

2012 Honda Accord EX-L V6

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

2012 Honda Accord EX-L V6

Mabelvale, AR

UnscoredLimited · 11
$5,900176,490 mi

Comparison: 11 similar vehicles

Mabelvale, AR

2006 Ford Mustang GT Deluxe

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

2006 Ford Mustang GT Deluxe

Greenwood, AR

UnscoredInsufficient · 0
$5,900196,987 mi

Greenwood, AR

2002 Honda Civic LX

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

2002 Honda Civic LX

Conway, AR

UnscoredInsufficient · 0
$5,900189,895 mi

Conway, AR

2010 Nissan Altima S

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

2010 Nissan Altima S

Paragould, AR

UnscoredLimited · 10
$5,950134,000 mi

Comparison: 10 similar vehicles

Paragould, AR

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Paragould, AR

UnscoredInsufficient · 0
$5,995100,921 mi

Paragould, AR

2014 Dodge Challenger SXT

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

2014 Dodge Challenger SXT

North Little Rock, AR

UnscoredModerate · 20
$5,999191,544 mi

Comparison: 20 similar vehicles

North Little Rock, AR

1997 Cadillac Eldorado Base

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

1997 Cadillac Eldorado Base

Cabot, AR

UnscoredInsufficient · 0
$5,99987,282 mi

Cabot, AR

2011 Chevrolet Camaro 2LT

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

2011 Chevrolet Camaro 2LT

Mabelvale, AR

UnscoredLimited · 11
$6,900138,250 mi

Comparison: 11 similar vehicles

Mabelvale, AR

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Little Rock, AR

UnscoredLimited · 10
$6,998206,987 mi

Comparison: 10 similar vehicles

Little Rock, AR

2013 Honda Accord LX-S

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

2013 Honda Accord LX-S

Springdale, AR

UnscoredInsufficient · 0
$6,999165,567 mi

Springdale, AR

2009 Dodge Challenger SE

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

2009 Dodge Challenger SE

North Little Rock, AR

UnscoredInsufficient · 0
$6,999156,000 mi

North Little Rock, AR

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Conway, AR

UnscoredInsufficient · 0
$7,336140,454 mi

Conway, AR

2016 Chevrolet Camaro 1LT

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

2016 Chevrolet Camaro 1LT

Little Rock, AR

UnscoredLimited · 10
$7,500186,030 mi

Comparison: 10 similar vehicles

Little Rock, AR

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

North Little Rock, AR

UnscoredLimited · 10
$7,999200,000 mi

Comparison: 10 similar vehicles

North Little Rock, AR

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Austin, AR

UnscoredModerate · 30
$8,00093,212 mi

Comparison: 30 similar vehicles

Austin, AR

2008 Ford Mustang Deluxe

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

2008 Ford Mustang Deluxe

Fort Smith, AR

UnscoredInsufficient · 4
$8,500247,639 mi

Comparison: 4 similar vehicles

Fort Smith, AR

2009 Ford Mustang GT Deluxe

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

2009 Ford Mustang GT Deluxe

Star City, AR

UnscoredInsufficient · 0
$8,900119,563 mi

Star City, AR

2011 Ford Mustang V6

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

2011 Ford Mustang V6

Gassville, AR

UnscoredInsufficient · 0
$8,950167,645 mi

Gassville, AR

2016 Chevrolet Camaro 1LT

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

2016 Chevrolet Camaro 1LT

Cabot, AR

UnscoredLimited · 10
$8,995164,579 mi

Comparison: 10 similar vehicles

Cabot, AR

2013 Ford Mustang V6

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

2013 Ford Mustang V6

Cabot, AR

UnscoredInsufficient · 0
$8,995129,750 mi

Cabot, AR

2011 Dodge Challenger SE

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

2011 Dodge Challenger SE

Austin, AR

UnscoredInsufficient · 0
$9,500191,460 mi

Austin, AR

2015 Honda Accord EX

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

2015 Honda Accord EX

Monticello, AR

UnscoredLimited · 5
$9,697168,931 mi

Comparison: 5 similar vehicles

Monticello, AR

2011 Chevrolet Camaro 2LT

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

2011 Chevrolet Camaro 2LT

Siloam Springs, AR

UnscoredLimited · 8
$9,800144,281 mi

Comparison: 8 similar vehicles

Siloam Springs, AR

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Paragould, AR

UnscoredInsufficient · 0
$9,950193,490 mi

Paragould, AR

2016 Kia Forte Koup EX

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

2016 Kia Forte Koup EX

West Memphis, AR

UnscoredInsufficient · 0
$9,98579,720 mi

West Memphis, AR

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Cabot, AR

UnscoredLimited · 12
$9,995130,705 mi

Comparison: 12 similar vehicles

Cabot, AR

2013 Chevrolet Camaro 1LS

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

2013 Chevrolet Camaro 1LS

DeWitt, AR

UnscoredInsufficient · 0
$9,995139,882 mi

DeWitt, AR

2012 Honda Civic EX

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

2012 Honda Civic EX

Fort Smith, AR

UnscoredLimited · 10
$9,995140,861 mi

Comparison: 10 similar vehicles

Fort Smith, AR

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Cabot, AR

UnscoredLimited · 5
$9,999182,577 mi

Comparison: 5 similar vehicles

Cabot, AR

2010 Chevrolet Camaro 1LT

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

2010 Chevrolet Camaro 1LT

Siloam Springs, AR

UnscoredLimited · 5
$10,500121,060 mi

Comparison: 5 similar vehicles

Siloam Springs, AR

2016 Ford Mustang EcoBoost Premium

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

2016 Ford Mustang EcoBoost Premium

Hope, AR

UnscoredModerate · 20
$10,595148,103 mi

Comparison: 20 similar vehicles

Hope, AR

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Siloam Springs, AR

UnscoredLimited · 7
$10,800123,274 mi

Comparison: 7 similar vehicles

Siloam Springs, AR

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Rogers, AR

UnscoredLimited · 9
$10,999100,837 mi

Comparison: 9 similar vehicles

Rogers, AR

2014 Chevrolet Camaro 1LS

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

2014 Chevrolet Camaro 1LS

Melbourne, AR

UnscoredInsufficient · 0
$11,000138,927 mi

Melbourne, AR

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Conway, AR

UnscoredInsufficient · 0
$11,400140,098 mi

Conway, AR

2017 Ford Mustang EcoBoost Premium

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

2017 Ford Mustang EcoBoost Premium

Siloam Springs, AR

UnscoredLimited · 13
$11,500145,255 mi

Comparison: 13 similar vehicles

Siloam Springs, AR

2017 Dodge Challenger SXT

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

2017 Dodge Challenger SXT

Austin, AR

UnscoredLimited · 5
$11,500162,546 mi

Comparison: 5 similar vehicles

Austin, AR

2021 Dodge Challenger SXT

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

2021 Dodge Challenger SXT

Springdale, AR

UnscoredLimited · 16
$11,900163,467 mi

Comparison: 16 similar vehicles

Springdale, AR

2015 Dodge Challenger R/T

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

2015 Dodge Challenger R/T

Springdale, AR

UnscoredLimited · 17
$11,900182,534 mi

Comparison: 17 similar vehicles

Springdale, AR

2012 Dodge Challenger SXT

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

2012 Dodge Challenger SXT

Siloam Springs, AR

UnscoredModerate · 24
$12,500127,397 mi

Comparison: 24 similar vehicles

Siloam Springs, AR

2016 Nissan 370Z Coupe Base

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

2016 Nissan 370Z Coupe Base

Bismarck, AR

UnscoredInsufficient · 0
$12,619122,003 mi

Bismarck, AR

2011 Chevrolet Camaro 2LT

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

2011 Chevrolet Camaro 2LT

Fordyce, AR

UnscoredLimited · 5
$12,900124,972 mi

Comparison: 5 similar vehicles

Fordyce, AR

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 manage their profile, 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, exports, and enhanced merchandising.
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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