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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

11,565 listings found

2006 Lincoln Zephyr Base

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

2006 Lincoln Zephyr Base

Joplin, MO

UnscoredInsufficient · 0
$1,750217,458 mi

Joplin, MO

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Decatur, AR

UnscoredLimited · 13
$1,995193,476 mi

Comparison: 13 similar vehicles

Decatur, AR

2004 Honda Accord EX

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

2004 Honda Accord EX

Bartlesville, OK

UnscoredLimited · 11
$2,019254,868 mi

Comparison: 11 similar vehicles

Bartlesville, OK

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Tulsa, OK

UnscoredLimited · 15
$2,500334,010 mi

Comparison: 15 similar vehicles

Tulsa, OK

2009 Chrysler PT Cruiser Base

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

2009 Chrysler PT Cruiser Base

Joplin, MO

UnscoredInsufficient · 0
$2,500206,389 mi

Joplin, MO

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Bartlesville, OK

UnscoredModerate · 20
$2,607207,519 mi

Comparison: 20 similar vehicles

Bartlesville, OK

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Bartlesville, OK

UnscoredLimited · 5
$2,619228,809 mi

Comparison: 5 similar vehicles

Bartlesville, OK

2006 Chrysler Town & Country Touring

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

2006 Chrysler Town & Country Touring

Bartlesville, OK

UnscoredInsufficient · 0
$2,619260,780 mi

Bartlesville, OK

2015 Chevrolet Sonic LS

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

2015 Chevrolet Sonic LS

Decatur, AR

UnscoredInsufficient · 3
$2,888140,110 mi

Comparison: 3 similar vehicles

Decatur, AR

2008 Mercury Mariner Hybrid

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

2008 Mercury Mariner Hybrid

Bartlesville, OK

UnscoredInsufficient · 0
$2,969191,824 mi

Bartlesville, OK

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Tulsa, OK

UnscoredInsufficient · 3
$2,995183,338 mi

Comparison: 3 similar vehicles

Tulsa, OK

2008 Nissan Pathfinder S

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

2008 Nissan Pathfinder S

Tulsa, OK

UnscoredInsufficient · 0
$2,995212,653 mi

Tulsa, OK

2006 Ford Explorer Eddie Bauer

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

2006 Ford Explorer Eddie Bauer

Inola, OK

UnscoredInsufficient · 0
$2,995181,735 mi

Inola, OK

2003 Dodge Durango SPORT

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

2003 Dodge Durango SPORT

Tulsa, OK

UnscoredInsufficient · 0
$2,995267,620 mi

Tulsa, OK

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Claremore, OK

UnscoredInsufficient · 0
$2,999193,834 mi

Claremore, OK

2004 Chevrolet Tahoe LS

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

2004 Chevrolet Tahoe LS

Bartlesville, OK

UnscoredLimited · 6
$3,000232,384 mi

Comparison: 6 similar vehicles

Bartlesville, OK

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

Bartlesville, OK

UnscoredInsufficient · 0
$3,119230,000 mi

Bartlesville, OK

1998 Ford Taurus SE

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

1998 Ford Taurus SE

Bartlesville, OK

UnscoredInsufficient · 0
$3,119250,229 mi

Bartlesville, OK

2009 GMC Savana Cargo Base

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

2009 GMC Savana Cargo Base

Collinsville, OK

UnscoredInsufficient · 0
$3,200239,861 mi

Collinsville, OK

2010 Dodge Avenger R/T

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

2010 Dodge Avenger R/T

Collinsville, OK

UnscoredInsufficient · 0
$3,295177,210 mi

Collinsville, OK

2009 Toyota Camry Base

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

2009 Toyota Camry Base

Siloam Springs, AR

UnscoredInsufficient · 0
$3,400232,249 mi

Siloam Springs, AR

2006 Pontiac Grand Prix GP

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

2006 Pontiac Grand Prix GP

Neosho, MO

UnscoredInsufficient · 4
$3,495263,951 mi

Comparison: 4 similar vehicles

Neosho, MO

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Tulsa, OK

UnscoredLimited · 9
$3,500Mileage not verified

Comparison: 9 similar vehicles

Tulsa, OK

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Bartlesville, OK

UnscoredInsufficient · 3
$3,500201,915 mi

Comparison: 3 similar vehicles

Bartlesville, OK

2012 Honda Civic EX-L

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

2012 Honda Civic EX-L

Joplin, MO

UnscoredInsufficient · 0
$3,500202,624 mi

Joplin, MO

2010 Hyundai Accent GLS

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

2010 Hyundai Accent GLS

Siloam Springs, AR

UnscoredInsufficient · 0
$3,500191,754 mi

Siloam Springs, AR

2004 Dodge Durango Limited

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

2004 Dodge Durango Limited

Joplin, MO

UnscoredInsufficient · 0
$3,500222,222 mi

Joplin, MO

2003 Volkswagen Jetta GLS

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

2003 Volkswagen Jetta GLS

Joplin, MO

UnscoredInsufficient · 0
$3,500201,072 mi

Joplin, MO

1995 Dodge Ram 1500

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

1995 Dodge Ram 1500

Bartlesville, OK

UnscoredInsufficient · 0
$3,500200,494 mi

Bartlesville, OK

2001 Chevrolet Venture Plus

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

2001 Chevrolet Venture Plus

Pryor, OK

UnscoredInsufficient · 0
$3,551156,575 mi

Pryor, OK

2002 Honda Accord EX

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

2002 Honda Accord EX

Bartlesville, OK

UnscoredInsufficient · 0
$3,595Mileage not verified

Bartlesville, OK

2002 GMC Sierra 1500 SLE

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

2002 GMC Sierra 1500 SLE

Bartlesville, OK

UnscoredInsufficient · 0
$3,625235,116 mi

Bartlesville, OK

2015 Chevrolet Sonic LT

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

2015 Chevrolet Sonic LT

Bartlesville, OK

UnscoredInsufficient · 3
$3,650164,966 mi

Comparison: 3 similar vehicles

Bartlesville, OK

2012 Hyundai Veloster Base

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

2012 Hyundai Veloster Base

Decatur, AR

UnscoredLimited · 5
$3,700142,195 mi

Comparison: 5 similar vehicles

Decatur, AR

2009 Lincoln MKZ Base

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

2009 Lincoln MKZ Base

Pryor, OK

UnscoredInsufficient · 3
$3,700323,165 mi

Comparison: 3 similar vehicles

Pryor, OK

2017 Mitsubishi Outlander ES

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

2017 Mitsubishi Outlander ES

Bartlesville, OK

UnscoredInsufficient · 0
$3,750194,657 mi

Bartlesville, OK

2007 Dodge Dakota ST

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

2007 Dodge Dakota ST

Gentry, AR

UnscoredInsufficient · 0
$3,800192,391 mi

Gentry, AR

2002 Ford F-150 Lariat

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

2002 Ford F-150 Lariat

Commerce, OK

UnscoredInsufficient · 0
$3,887Mileage not verified

Commerce, OK

2011 Nissan Altima S

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

2011 Nissan Altima S

Bartlesville, OK

UnscoredLimited · 10
$3,888197,500 mi

Comparison: 10 similar vehicles

Bartlesville, OK

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Decatur, AR

UnscoredModerate · 43
$3,900174,483 mi

Comparison: 43 similar vehicles

Decatur, AR

2016 Chevrolet Impala Limited 2FL

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

2016 Chevrolet Impala Limited 2FL

Siloam Springs, AR

UnscoredLimited · 7
$3,900218,822 mi

Comparison: 7 similar vehicles

Siloam Springs, AR

2010 GMC Acadia SL

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

2010 GMC Acadia SL

Miami, OK

UnscoredInsufficient · 0
$3,900154,000 mi

Miami, OK

2005 GMC Yukon SLE

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

2005 GMC Yukon SLE

Joplin, MO

Fair PriceLimited · 14
$3,900241,222 mi

Market: $3,497 – $5,579

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Joplin, MO

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Joplin, MO

UnscoredInsufficient · 3
$3,929219,381 mi

Comparison: 3 similar vehicles

Joplin, MO

2016 Chrysler 200 C

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

2016 Chrysler 200 C

Decatur, AR

UnscoredInsufficient · 0
$3,995174,600 mi

Decatur, AR

2014 RAM Cargo Van Tradesman

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

2014 RAM Cargo Van Tradesman

Collinsville, OK

UnscoredInsufficient · 0
$3,995200,000 mi

Collinsville, OK

2013 Nissan Sentra SV

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

2013 Nissan Sentra SV

Tulsa, OK

UnscoredLimited · 7
$3,995160,676 mi

Comparison: 7 similar vehicles

Tulsa, OK

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Neosho, MO

Fair PriceModerate · 22
$3,995221,071 mi

Market: $2,700 – $8,999

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Neosho, MO

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Neosho, MO

Fair PriceModerate · 27
$3,995216,414 mi

Market: $2,995 – $20,499

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Neosho, MO

2008 Nissan Altima S

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

2008 Nissan Altima S

Coffeyville, KS

Fair PriceLimited · 12
$3,995219,771 mi

Market: $1,789 – $8,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Coffeyville, KS

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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