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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

430 listings found

2007 Chevrolet Aveo LS

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

2007 Chevrolet Aveo LS

Fort Smith, AR

UnscoredInsufficient · 3
$1,995224,081 mi

Comparison: 3 similar vehicles

Fort Smith, AR

2006 Ford Five Hundred Limited

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

2006 Ford Five Hundred Limited

Fort Smith, AR

UnscoredInsufficient · 0
$1,995187,091 mi

Fort Smith, AR

1998 Buick LeSabre CUSTOM

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

1998 Buick LeSabre CUSTOM

Fort Smith, AR

UnscoredInsufficient · 0
$1,995246,313 mi

Fort Smith, AR

2009 Ford Focus SE

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

2009 Ford Focus SE

Mansfield, AR

Salvage title
$2,000177,175 mi

Mansfield, AR

2008 Chevrolet Malibu LS

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

2008 Chevrolet Malibu LS

Fort Smith, AR

UnscoredInsufficient · 3
$2,500273,000 mi

Comparison: 3 similar vehicles

Fort Smith, AR

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Fort Smith, AR

UnscoredLimited · 5
$2,500190,000 mi

Comparison: 5 similar vehicles

Fort Smith, AR

2007 Honda Accord EX

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

2007 Honda Accord EX

Fort Smith, AR

UnscoredLimited · 10
$2,595300,000 mi

Comparison: 10 similar vehicles

Fort Smith, AR

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Fort Smith, AR

UnscoredLimited · 9
$2,995154,000 mi

Comparison: 9 similar vehicles

Fort Smith, AR

2009 Pontiac G6

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

2009 Pontiac G6

Fort Smith, AR

UnscoredInsufficient · 3
$2,995179,209 mi

Comparison: 3 similar vehicles

Fort Smith, AR

2006 Pontiac G6 Base

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

2006 Pontiac G6 Base

Fort Smith, AR

UnscoredInsufficient · 0
$2,995Mileage not verified

Fort Smith, AR

2006 Cadillac CTS 2.8

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

2006 Cadillac CTS 2.8

Fort Smith, AR

UnscoredInsufficient · 0
$2,995186,666 mi

Fort Smith, AR

2005 Volkswagen New Jetta TDI

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

2005 Volkswagen New Jetta TDI

Fort Smith, AR

UnscoredInsufficient · 0
$2,995269,054 mi

Fort Smith, AR

2000 BMW 3 Series Base

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

2000 BMW 3 Series Base

Van Buren, AR

UnscoredInsufficient · 0
$3,400180,000 mi

Van Buren, AR

2010 Volkswagen Jetta SE

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

2010 Volkswagen Jetta SE

Fort Smith, AR

UnscoredInsufficient · 0
$3,500174,230 mi

Fort Smith, AR

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Fort Smith, AR

UnscoredInsufficient · 3
$3,500184,000 mi

Comparison: 3 similar vehicles

Fort Smith, AR

2002 Honda Accord EX

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

2002 Honda Accord EX

Fort Smith, AR

UnscoredInsufficient · 0
$3,500277,091 mi

Fort Smith, AR

2011 Hyundai Accent GLS

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

2011 Hyundai Accent GLS

Mena, AR

UnscoredInsufficient · 0
$3,895207,002 mi

Mena, AR

2014 Nissan Altima SV

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

2014 Nissan Altima SV

Fort Smith, AR

UnscoredLimited · 5
$3,995175,424 mi

Comparison: 5 similar vehicles

Fort Smith, AR

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Fort Smith, AR

UnscoredLimited · 10
$3,995160,077 mi

Comparison: 10 similar vehicles

Fort Smith, AR

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Fort Smith, AR

UnscoredLimited · 6
$3,995248,071 mi

Comparison: 6 similar vehicles

Fort Smith, AR

2009 Dodge Charger SE

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

2009 Dodge Charger SE

Fort Smith, AR

UnscoredInsufficient · 0
$3,995221,089 mi

Fort Smith, AR

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Fort Smith, AR

UnscoredLimited · 8
$3,995238,000 mi

Comparison: 8 similar vehicles

Fort Smith, AR

2007 Nissan Sentra 2.0 S

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

2007 Nissan Sentra 2.0 S

Van Buren, AR

UnscoredInsufficient · 0
$4,300216,000 mi

Van Buren, AR

2014 Mitsubishi Lancer ES

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

2014 Mitsubishi Lancer ES

Van Buren, AR

UnscoredInsufficient · 0
$4,800163,000 mi

Van Buren, AR

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Van Buren, AR

UnscoredLimited · 15
$4,950170,000 mi

Comparison: 15 similar vehicles

Van Buren, AR

2014 Ford Focus SE

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

2014 Ford Focus SE

Fort Smith, AR

UnscoredModerate · 34
$4,995122,754 mi

Comparison: 34 similar vehicles

Fort Smith, AR

2011 Chevrolet Cruze 2LT

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

2011 Chevrolet Cruze 2LT

Van Buren, AR

UnscoredInsufficient · 0
$4,995148,000 mi

Van Buren, AR

2003 Honda Accord EX

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

2003 Honda Accord EX

Fort Smith, AR

UnscoredInsufficient · 3
$4,995233,990 mi

Comparison: 3 similar vehicles

Fort Smith, AR

2011 Cadillac DTS Premium Collection

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

2011 Cadillac DTS Premium Collection

Van Buren, AR

UnscoredInsufficient · 0
$5,000104,486 mi

Van Buren, AR

2014 Dodge Charger SE

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

2014 Dodge Charger SE

Van Buren, AR

UnscoredLimited · 9
$5,400232,000 mi

Comparison: 9 similar vehicles

Van Buren, AR

2017 Nissan Versa Sedan SV

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

2017 Nissan Versa Sedan SV

Van Buren, AR

UnscoredLimited · 5
$5,900161,000 mi

Comparison: 5 similar vehicles

Van Buren, AR

2015 Kia Optima LX

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

2015 Kia Optima LX

Van Buren, AR

UnscoredModerate · 22
$5,900131,000 mi

Comparison: 22 similar vehicles

Van Buren, AR

2012 Chevrolet Malibu Fleet

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

2012 Chevrolet Malibu Fleet

Van Buren, AR

UnscoredInsufficient · 0
$5,900150,291 mi

Van Buren, AR

2015 Nissan Altima SV

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

2015 Nissan Altima SV

Fort Smith, AR

UnscoredLimited · 16
$5,995189,881 mi

Comparison: 16 similar vehicles

Fort Smith, AR

2010 Chrysler 300 Touring

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

2010 Chrysler 300 Touring

Pocola, OK

UnscoredInsufficient · 0
$5,999139,644 mi

Pocola, OK

No Photo

2009 Nissan Altima S

Fort Smith, AR

UnscoredLimited · 10
$5,999242,904 mi

Comparison: 10 similar vehicles

Fort Smith, AR

2017 Ford Fiesta SE

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

2017 Ford Fiesta SE

Pocola, OK

UnscoredLimited · 5
$6,00068,744 mi

Comparison: 5 similar vehicles

Pocola, OK

2014 Nissan Altima S

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

2014 Nissan Altima S

Fort Smith, AR

UnscoredLimited · 17
$6,295178,895 mi

Comparison: 17 similar vehicles

Fort Smith, AR

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Van Buren, AR

UnscoredLimited · 7
$6,495124,000 mi

Comparison: 7 similar vehicles

Van Buren, AR

2009 Lexus ES 350

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

2009 Lexus ES 350

Mansfield, AR

UnscoredInsufficient · 3
$6,500280,113 mi

Comparison: 3 similar vehicles

Mansfield, AR

2016 Nissan Versa Sedan SV

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

2016 Nissan Versa Sedan SV

Mena, AR

UnscoredLimited · 5
$6,963130,044 mi

Comparison: 5 similar vehicles

Mena, AR

2018 Ford Fusion SE

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

2018 Ford Fusion SE

Fort Smith, AR

Fair PriceModerate · 38
$6,995118,000 mi

Market: $5,000 – $20,999

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Fort Smith, AR

2015 Chevrolet Cruze LS

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

2015 Chevrolet Cruze LS

Stigler, OK

UnscoredInsufficient · 3
$6,995146,464 mi

Comparison: 3 similar vehicles

Stigler, OK

2013 Toyota Corolla LE

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

2013 Toyota Corolla LE

Greenwood, AR

UnscoredLimited · 13
$6,995161,554 mi

Comparison: 13 similar vehicles

Greenwood, AR

2005 Honda Accord LX

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

2005 Honda Accord LX

Fort Smith, AR

UnscoredLimited · 5
$6,995261,462 mi

Comparison: 5 similar vehicles

Fort Smith, AR

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Van Buren, AR

UnscoredLimited · 11
$7,250163,000 mi

Comparison: 11 similar vehicles

Van Buren, AR

2016 Nissan Altima SL

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

2016 Nissan Altima SL

Fort Smith, AR

UnscoredLimited · 15
$7,289167,000 mi

Comparison: 15 similar vehicles

Fort Smith, AR

2013 Volkswagen Passat SEL

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

2013 Volkswagen Passat SEL

Van Buren, AR

UnscoredInsufficient · 3
$7,800221,837 mi

Comparison: 3 similar vehicles

Van Buren, AR

2016 Ford Focus SE

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

2016 Ford Focus SE

Fort Smith, AR

UnscoredModerate · 35
$7,850149,761 mi

Comparison: 35 similar vehicles

Fort Smith, AR

2013 Kia Optima LX

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

2013 Kia Optima LX

Mena, AR

UnscoredLimited · 8
$7,960128,674 mi

Comparison: 8 similar vehicles

Mena, 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 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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