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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 20, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

1,628 listings found

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

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
$2,495308,500 mi

Van Wert, OH

2010 Nissan Altima S

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

2010 Nissan Altima S

Findlay, OH

UnscoredLimited · 15
$2,728279,382 mi

Comparison: 15 similar vehicles

Findlay, 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 · 34
$2,950139,919 mi

Comparison: 34 similar vehicles

Berne, IN

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 · 24
$2,995183,518 mi

Comparison: 24 similar vehicles

Saint Marys, OH

2009 Chevrolet Cobalt LT

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

2009 Chevrolet Cobalt LT

Dayton, OH

UnscoredInsufficient · 3
$2,995210,581 mi

Comparison: 3 similar vehicles

Dayton, 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
$2,995285,409 mi

Comparison: 3 similar vehicles

Troy, OH

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Lima, OH

UnscoredModerate · 31
$3,145200,500 mi

Comparison: 31 similar vehicles

Lima, OH

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Findlay, OH

UnscoredInsufficient · 4
$3,228260,299 mi

Comparison: 4 similar vehicles

Findlay, OH

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 · 41
$3,277187,616 mi

Comparison: 41 similar vehicles

Sidney, OH

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Paulding, OH

UnscoredRobust · 58
$3,500181,621 mi

Comparison: 58 similar vehicles

Paulding, OH

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Berne, IN

UnscoredRobust · 90
$3,500227,820 mi

Comparison: 90 similar vehicles

Berne, IN

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

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

UnscoredRobust · 59
$3,700203,401 mi

Comparison: 59 similar vehicles

Dayton, OH

2004 Volkswagen Jetta GLS

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

2004 Volkswagen Jetta GLS

Findlay, OH

UnscoredLimited · 6
$3,737151,403 mi

Comparison: 6 similar vehicles

Findlay, OH

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 · 34
$3,777178,059 mi

Comparison: 34 similar vehicles

Sidney, 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 · 8
$3,795128,420 mi

Comparison: 8 similar vehicles

Dayton, OH

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Findlay, OH

UnscoredModerate · 47
$3,883172,890 mi

Comparison: 47 similar vehicles

Findlay, OH

2012 Chevrolet Sonic 2LS

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

2012 Chevrolet Sonic 2LS

Piqua, OH

UnscoredLimited · 14
$3,995146,300 mi

Comparison: 14 similar vehicles

Piqua, OH

2012 INFINITI G Sedan 37x

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

2012 INFINITI G Sedan 37x

Dayton, OH

UnscoredLimited · 8
$3,995220,000 mi

Comparison: 8 similar vehicles

Dayton, OH

2011 Ford Focus SE

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

2011 Ford Focus SE

Piqua, OH

UnscoredLimited · 12
$3,995137,600 mi

Comparison: 12 similar vehicles

Piqua, OH

2011 Chevrolet Impala 1FL

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

2011 Chevrolet Impala 1FL

New Carlisle, OH

UnscoredLimited · 5
$3,995154,261 mi

Comparison: 5 similar vehicles

New Carlisle, OH

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Greenville, OH

UnscoredModerate · 33
$3,995170,059 mi

Comparison: 33 similar vehicles

Greenville, OH

2009 Kia Optima LX

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

2009 Kia Optima LX

Troy, OH

UnscoredLimited · 5
$3,995167,586 mi

Comparison: 5 similar vehicles

Troy, OH

2008 Honda Civic LX

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

2008 Honda Civic LX

Dayton, OH

UnscoredModerate · 22
$3,995146,770 mi

Comparison: 22 similar vehicles

Dayton, OH

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Fletcher, OH

UnscoredLimited · 14
$3,995149,818 mi

Comparison: 14 similar vehicles

Fletcher, OH

2002 Toyota Echo Base

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

2002 Toyota Echo Base

Dayton, OH

UnscoredInsufficient · 0
$3,995138,150 mi

Dayton, OH

2015 Chevrolet Impala Limited 2FL

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

2015 Chevrolet Impala Limited 2FL

Alger, OH

UnscoredLimited · 13
$4,000160,203 mi

Comparison: 13 similar vehicles

Alger, OH

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Piqua, OH

UnscoredModerate · 20
$4,064150,738 mi

Comparison: 20 similar vehicles

Piqua, OH

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Findlay, OH

UnscoredModerate · 35
$4,116193,678 mi

Comparison: 35 similar vehicles

Findlay, OH

2010 Buick LaCrosse CXS

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

2010 Buick LaCrosse CXS

Continental, OH

UnscoredLimited · 13
$4,395118,332 mi

Comparison: 13 similar vehicles

Continental, OH

2012 Nissan Sentra SL

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

2012 Nissan Sentra SL

Dayton, OH

UnscoredInsufficient · 0
$4,450143,700 mi

Dayton, OH

2007 Honda Accord SE

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

2007 Honda Accord SE

Dayton, OH

UnscoredLimited · 6
$4,495171,475 mi

Comparison: 6 similar vehicles

Dayton, OH

2010 Mercury Milan Premier

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

2010 Mercury Milan Premier

Dayton, OH

UnscoredLimited · 13
$4,500152,000 mi

Comparison: 13 similar vehicles

Dayton, OH

2007 Honda Accord 3.0 SE

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

2007 Honda Accord 3.0 SE

Paulding, OH

UnscoredInsufficient · 0
$4,500224,420 mi

Paulding, OH

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Van Wert, OH

Fair PriceRobust · 69
$4,600115,884 mi

Market: $1,913 – $11,900

Comparison: 69 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 119 days listed (based on current market benchmarks)

Van Wert, OH

2014 Buick Verano 1SG

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

2014 Buick Verano 1SG

Paulding, OH

UnscoredModerate · 22
$4,712148,179 mi

Comparison: 22 similar vehicles

Paulding, OH

2016 Chevrolet Cruze Limited LS

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

2016 Chevrolet Cruze Limited LS

Tipp City, OH

UnscoredInsufficient · 4
$4,900165,843 mi

Comparison: 4 similar vehicles

Tipp City, OH

2016 Ford Fiesta SE

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

2016 Ford Fiesta SE

Tipp City, OH

UnscoredModerate · 29
$4,900140,248 mi

Comparison: 29 similar vehicles

Tipp City, OH

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Arcanum, OH

UnscoredInsufficient · 4
$4,900116,199 mi

Comparison: 4 similar vehicles

Arcanum, OH

2012 Nissan Versa S

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

2012 Nissan Versa S

Lima, OH

Fair PriceLimited · 15
$4,950117,461 mi

Market: $1,775 – $6,288

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Lima, OH

2011 Chevrolet Malibu 2LT

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

2011 Chevrolet Malibu 2LT

Lima, OH

UnscoredModerate · 26
$4,950164,674 mi

Comparison: 26 similar vehicles

Lima, OH

2011 Buick Lucerne CXL Premium

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

2011 Buick Lucerne CXL Premium

Lima, OH

UnscoredLimited · 13
$4,950139,554 mi

Comparison: 13 similar vehicles

Lima, OH

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Sidney, OH

UnscoredInsufficient · 3
$4,977108,630 mi

Comparison: 3 similar vehicles

Sidney, OH

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Troy, OH

UnscoredInsufficient · 3
$4,995130,520 mi

Comparison: 3 similar vehicles

Troy, OH

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Lima, OH

Fair PriceRobust · 57
$4,995115,890 mi

Market: $3,400 – $11,590

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Lima, OH

2014 Chrysler 200 Touring

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

2014 Chrysler 200 Touring

Saint Marys, OH

UnscoredLimited · 19
$4,995145,463 mi

Comparison: 19 similar vehicles

Saint Marys, OH

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Van Wert, OH

UnscoredInsufficient · 4
$4,99597,558 mi

Comparison: 4 similar vehicles

Van Wert, OH

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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