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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

16,884 listings found

2014 Hyundai Accent GLS

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

2014 Hyundai Accent GLS

Dayton, OH

UnscoredModerate · 21
$1,599230,222 mi

Comparison: 21 similar vehicles

Dayton, OH

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

Arcanum, OH

UnscoredInsufficient · 0
$1,900189,988 mi

Arcanum, OH

2003 Ford Taurus SE

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

2003 Ford Taurus SE

Union City, OH

UnscoredInsufficient · 0
$1,995115,947 mi

Union City, OH

1990 Geo Prizm

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

1990 Geo Prizm

Beavercreek, OH

UnscoredInsufficient · 0
$1,995168,000 mi

Beavercreek, OH

2003 Honda Civic LX

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

2003 Honda Civic LX

Troy, OH

UnscoredInsufficient · 3
$2,495285,409 mi

Comparison: 3 similar vehicles

Troy, OH

2009 Pontiac G6

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

2009 Pontiac G6

Dayton, OH

Fair PriceModerate · 23
$2,499110,448 mi

Market: $2,300 – $6,895

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Dayton, OH

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Arcanum, OH

UnscoredInsufficient · 3
$2,500219,760 mi

Comparison: 3 similar vehicles

Arcanum, OH

2011 Ford Fusion S

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

2011 Ford Fusion S

Dayton, OH

UnscoredInsufficient · 0
$2,899223,006 mi

Dayton, OH

2007 Hyundai Santa Fe GLS

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

2007 Hyundai Santa Fe GLS

Dayton, OH

UnscoredLimited · 12
$2,899294,000 mi

Comparison: 12 similar vehicles

Dayton, OH

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Berne, IN

UnscoredModerate · 41
$2,950139,919 mi

Comparison: 41 similar vehicles

Berne, IN

2003 Jeep Grand Cherokee LAREDO

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

2003 Jeep Grand Cherokee LAREDO

Dayton, OH

UnscoredLimited · 8
$2,950263,066 mi

Comparison: 8 similar vehicles

Dayton, OH

2015 Dodge Dart SXT

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

2015 Dodge Dart SXT

Fairborn, OH

UnscoredRobust · 55
$2,995163,250 mi

Comparison: 55 similar vehicles

Fairborn, OH

2013 Kia Soul Base

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

2013 Kia Soul Base

Dayton, OH

UnscoredRobust · 62
$2,995132,460 mi

Comparison: 62 similar vehicles

Dayton, OH

2012 Dodge Avenger SXT Plus

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

2012 Dodge Avenger SXT Plus

Van Wert, OH

UnscoredInsufficient · 0
$2,995308,500 mi

Van Wert, OH

2012 Chevrolet Impala LT

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

2012 Chevrolet Impala LT

Saint Marys, OH

UnscoredModerate · 25
$2,995183,518 mi

Comparison: 25 similar vehicles

Saint Marys, OH

2010 Toyota Prius II

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

2010 Toyota Prius II

Celina, OH

UnscoredModerate · 26
$2,995210,012 mi

Comparison: 26 similar vehicles

Celina, OH

2009 Dodge Caliber SE

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

2009 Dodge Caliber SE

Fletcher, OH

UnscoredLimited · 11
$2,995124,400 mi

Comparison: 11 similar vehicles

Fletcher, OH

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Brookville, OH

UnscoredInsufficient · 4
$2,995186,191 mi

Comparison: 4 similar vehicles

Brookville, OH

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Brookville, OH

UnscoredModerate · 26
$3,000259,955 mi

Comparison: 26 similar vehicles

Brookville, OH

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Troy, OH

UnscoredInsufficient · 3
$3,200206,354 mi

Comparison: 3 similar vehicles

Troy, OH

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

Dayton, OH

UnscoredInsufficient · 4
$3,299160,000 mi

Comparison: 4 similar vehicles

Dayton, OH

2005 Pontiac Bonneville SLE

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

2005 Pontiac Bonneville SLE

Dunkirk, IN

UnscoredInsufficient · 0
$3,300216,890 mi

Dunkirk, IN

2007 Hyundai Accent GS

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

2007 Hyundai Accent GS

Moraine, OH

UnscoredInsufficient · 0
$3,432161,631 mi

Moraine, OH

2014 Ford Focus SE

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

2014 Ford Focus SE

Germantown, OH

UnscoredLimited · 18
$3,495173,783 mi

Comparison: 18 similar vehicles

Germantown, OH

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Van Wert, OH

UnscoredModerate · 26
$3,495211,935 mi

Comparison: 26 similar vehicles

Van Wert, OH

2009 Ford Econoline

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

2009 Ford Econoline

Troy, OH

UnscoredInsufficient · 0
$3,495257,510 mi

Troy, OH

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Dayton, OH

UnscoredLimited · 7
$3,495163,705 mi

Comparison: 7 similar vehicles

Dayton, OH

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Van Wert, OH

UnscoredInsufficient · 3
$3,495197,473 mi

Comparison: 3 similar vehicles

Van Wert, OH

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Fletcher, OH

UnscoredLimited · 10
$3,495214,740 mi

Comparison: 10 similar vehicles

Fletcher, OH

2002 Chrysler PT Cruiser Base

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

2002 Chrysler PT Cruiser Base

Union City, OH

UnscoredInsufficient · 0
$3,49597,450 mi

Union City, OH

1999 BMW 3 Series 323I

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

1999 BMW 3 Series 323I

Germantown, OH

UnscoredInsufficient · 0
$3,495174,810 mi

Germantown, OH

2010 Lincoln MKZ Base

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

2010 Lincoln MKZ Base

Dayton, OH

UnscoredLimited · 6
$3,499153,345 mi

Comparison: 6 similar vehicles

Dayton, OH

2016 Chevrolet Spark LS

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

2016 Chevrolet Spark LS

Dayton, OH

UnscoredLimited · 10
$3,500201,746 mi

Comparison: 10 similar vehicles

Dayton, OH

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Dayton, OH

UnscoredLimited · 18
$3,500229,295 mi

Comparison: 18 similar vehicles

Dayton, OH

2010 Chevrolet Cobalt LS

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

2010 Chevrolet Cobalt LS

Bellefontaine, OH

UnscoredLimited · 5
$3,500177,031 mi

Comparison: 5 similar vehicles

Bellefontaine, OH

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Van Wert, OH

UnscoredLimited · 12
$3,500191,836 mi

Comparison: 12 similar vehicles

Van Wert, OH

2012 Dodge Journey Crew

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

2012 Dodge Journey Crew

Bluffton, IN

UnscoredLimited · 6
$3,595196,000 mi

Comparison: 6 similar vehicles

Bluffton, IN

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Sidney, OH

UnscoredModerate · 37
$3,677187,616 mi

Comparison: 37 similar vehicles

Sidney, OH

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Dayton, OH

UnscoredInsufficient · 3
$3,700203,401 mi

Comparison: 3 similar vehicles

Dayton, OH

2003 Ford Explorer XLT

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

2003 Ford Explorer XLT

Dunkirk, IN

UnscoredModerate · 27
$3,700174,150 mi

Comparison: 27 similar vehicles

Dunkirk, IN

2007 Nissan Sentra 2.0 SL

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

2007 Nissan Sentra 2.0 SL

Dayton, OH

UnscoredInsufficient · 0
$3,750104,000 mi

Dayton, OH

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Sidney, OH

UnscoredModerate · 35
$3,777178,059 mi

Comparison: 35 similar vehicles

Sidney, OH

2011 Subaru Outback I Premium

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

2011 Subaru Outback I Premium

Tipp City, OH

UnscoredModerate · 28
$3,790166,785 mi

Comparison: 28 similar vehicles

Tipp City, OH

2010 Subaru Impreza 2.5i Premium

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

2010 Subaru Impreza 2.5i Premium

Tipp City, OH

UnscoredLimited · 5
$3,790163,517 mi

Comparison: 5 similar vehicles

Tipp City, OH

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Dayton, OH

UnscoredLimited · 7
$3,795128,420 mi

Comparison: 7 similar vehicles

Dayton, OH

2008 Chevrolet Uplander LS

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

2008 Chevrolet Uplander LS

Bluffton, IN

UnscoredLimited · 17
$3,875162,132 mi

Comparison: 17 similar vehicles

Bluffton, IN

2013 Chevrolet Malibu 2LT

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

2013 Chevrolet Malibu 2LT

Celina, OH

UnscoredInsufficient · 3
$3,893184,011 mi

Comparison: 3 similar vehicles

Celina, OH

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Springfield, OH

UnscoredModerate · 49
$3,900149,773 mi

Comparison: 49 similar vehicles

Springfield, OH

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Berne, IN

UnscoredLimited · 12
$3,900179,566 mi

Comparison: 12 similar vehicles

Berne, IN

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Lima, OH

UnscoredModerate · 22
$3,950148,143 mi

Comparison: 22 similar vehicles

Lima, OH

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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