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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

7,862 listings found

2009 Hyundai Sonata GLS

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

2009 Hyundai Sonata GLS

Norman, OK

UnscoredLimited · 10
$1,689198,512 mi

Comparison: 10 similar vehicles

Norman, OK

2008 Nissan Altima S

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

2008 Nissan Altima S

Oklahoma City, OK

UnscoredLimited · 11
$1,789251,198 mi

Comparison: 11 similar vehicles

Oklahoma City, OK

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Norman, OK

Salvage title
$1,799212,123 mi

Norman, OK

2013 Ford Taurus SEL

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

2013 Ford Taurus SEL

Muskogee, OK

UnscoredLimited · 6
$1,950348,000 mi

Comparison: 6 similar vehicles

Muskogee, OK

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Tulsa, OK

UnscoredInsufficient · 0
$1,950197,549 mi

Tulsa, OK

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Tulsa, OK

UnscoredInsufficient · 0
$2,000251,277 mi

Tulsa, OK

2003 Ford Taurus SE

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

2003 Ford Taurus SE

Tulsa, OK

UnscoredInsufficient · 0
$2,000186,249 mi

Tulsa, OK

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

2003 Ford Taurus SES

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

2003 Ford Taurus SES

Oklahoma City, OK

UnscoredInsufficient · 0
$2,197163,766 mi

Oklahoma City, OK

2006 Ford Fusion S

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

2006 Ford Fusion S

Oklahoma City, OK

UnscoredInsufficient · 0
$2,250213,621 mi

Oklahoma City, OK

2015 Hyundai Elantra Limited

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

2015 Hyundai Elantra Limited

Norman, OK

UnscoredInsufficient · 4
$2,299149,223 mi

Comparison: 4 similar vehicles

Norman, OK

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Norman, OK

UnscoredLimited · 5
$2,29982,151 mi

Comparison: 5 similar vehicles

Norman, OK

2010 Ford Focus S

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

2010 Ford Focus S

Oklahoma City, OK

UnscoredInsufficient · 0
$2,390209,734 mi

Oklahoma City, OK

1998 Toyota Camry CE

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

1998 Toyota Camry CE

Tulsa, OK

UnscoredInsufficient · 0
$2,450186,638 mi

Tulsa, OK

2007 Hyundai Sonata GLS

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

2007 Hyundai Sonata GLS

Oklahoma City, OK

UnscoredInsufficient · 0
$2,489185,503 mi

Oklahoma City, OK

2007 Chevrolet Malibu LS

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

2007 Chevrolet Malibu LS

Moore, OK

UnscoredInsufficient · 0
$2,495162,759 mi

Moore, OK

2009 Mazda MAZDA3 i Touring

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

2009 Mazda MAZDA3 i Touring

Tulsa, OK

UnscoredInsufficient · 0
$2,499186,224 mi

Tulsa, OK

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Oklahoma City, OK

UnscoredInsufficient · 4
$2,500212,094 mi

Comparison: 4 similar vehicles

Oklahoma City, OK

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Broken Arrow, OK

UnscoredInsufficient · 3
$2,500185,970 mi

Comparison: 3 similar vehicles

Broken Arrow, OK

2011 Ford Focus SE

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

2011 Ford Focus SE

Tulsa, OK

UnscoredInsufficient · 4
$2,500170,433 mi

Comparison: 4 similar vehicles

Tulsa, OK

2011 Chevrolet Impala Police Sedan

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

2011 Chevrolet Impala Police Sedan

Oklahoma City, OK

UnscoredInsufficient · 0
$2,500185,568 mi

Oklahoma City, OK

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Tulsa, OK

UnscoredInsufficient · 0
$2,500211,481 mi

Tulsa, OK

2007 Nissan Altima S

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

2007 Nissan Altima S

Tulsa, OK

UnscoredInsufficient · 0
$2,500240,806 mi

Tulsa, OK

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

Tulsa, OK

UnscoredInsufficient · 0
$2,500218,394 mi

Tulsa, OK

2006 Toyota Avalon XL

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

2006 Toyota Avalon XL

Broken Arrow, OK

UnscoredInsufficient · 0
$2,500266,592 mi

Broken Arrow, OK

2005 Honda Accord EX

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

2005 Honda Accord EX

Hinton, OK

UnscoredLimited · 7
$2,500236,000 mi

Comparison: 7 similar vehicles

Hinton, OK

2004 Nissan Altima S

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

2004 Nissan Altima S

Tulsa, OK

UnscoredInsufficient · 0
$2,500280,776 mi

Tulsa, OK

2003 Ford Taurus SES

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

2003 Ford Taurus SES

Tulsa, OK

UnscoredInsufficient · 0
$2,500265,442 mi

Tulsa, OK

2002 Chevrolet Cavalier Base

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

2002 Chevrolet Cavalier Base

Tulsa, OK

UnscoredInsufficient · 0
$2,500150,048 mi

Tulsa, OK

2002 Nissan Maxima SE

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

2002 Nissan Maxima SE

Tulsa, OK

UnscoredInsufficient · 0
$2,500204,344 mi

Tulsa, OK

2001 Chevrolet Cavalier Base

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

2001 Chevrolet Cavalier Base

Tulsa, OK

UnscoredInsufficient · 0
$2,500199,912 mi

Tulsa, OK

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Oklahoma City, OK

UnscoredInsufficient · 3
$2,594221,428 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2006 Honda Civic EX

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

2006 Honda Civic EX

Tulsa, OK

UnscoredInsufficient · 0
$2,600109,851 mi

Tulsa, OK

2010 Ford Fusion Hybrid

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

2010 Ford Fusion Hybrid

McAlester, OK

Salvage title
$2,618201,000 mi

McAlester, 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

1999 Mercedes-Benz C-Class Base

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

1999 Mercedes-Benz C-Class Base

Tulsa, OK

UnscoredInsufficient · 0
$2,750259,332 mi

Tulsa, OK

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Oklahoma City, OK

UnscoredLimited · 18
$2,777243,150 mi

Comparison: 18 similar vehicles

Oklahoma City, OK

2000 Toyota Camry CE

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

2000 Toyota Camry CE

Oklahoma City, OK

UnscoredInsufficient · 0
$2,795155,939 mi

Oklahoma City, OK

2014 Toyota Corolla LE

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

2014 Toyota Corolla LE

Norman, OK

UnscoredInsufficient · 3
$2,799327,000 mi

Comparison: 3 similar vehicles

Norman, OK

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Tulsa, OK

UnscoredInsufficient · 4
$2,800173,180 mi

Comparison: 4 similar vehicles

Tulsa, OK

2004 Pontiac Grand Am SE

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

2004 Pontiac Grand Am SE

McAlester, OK

UnscoredInsufficient · 0
$2,869275,986 mi

McAlester, OK

2013 Kia Optima SX

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

2013 Kia Optima SX

McAlester, OK

UnscoredLimited · 8
$2,894224,698 mi

Comparison: 8 similar vehicles

McAlester, OK

2005 Acura TL Base

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

2005 Acura TL Base

Oklahoma City, OK

UnscoredLimited · 7
$2,895183,000 mi

Comparison: 7 similar vehicles

Oklahoma City, OK

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Tulsa, OK

UnscoredInsufficient · 3
$2,950181,055 mi

Comparison: 3 similar vehicles

Tulsa, OK

2005 Nissan Altima S

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

2005 Nissan Altima S

Tulsa, OK

UnscoredInsufficient · 0
$2,950169,466 mi

Tulsa, OK

2002 Lincoln Continental Base

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

2002 Lincoln Continental Base

Moore, OK

UnscoredInsufficient · 0
$2,950154,841 mi

Moore, OK

2010 Ford Taurus SEL

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

2010 Ford Taurus SEL

Oklahoma City, OK

UnscoredInsufficient · 3
$2,977227,892 mi

Comparison: 3 similar vehicles

Oklahoma City, OK

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

Oklahoma City, OK

UnscoredLimited · 6
$2,977274,498 mi

Comparison: 6 similar vehicles

Oklahoma City, OK

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

Moore, OK

UnscoredModerate · 21
$2,995Mileage not verified

Comparison: 21 similar vehicles

Moore, OK

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Moore, OK

UnscoredLimited · 11
$2,995Mileage not verified

Comparison: 11 similar vehicles

Moore, OK

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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