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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

2,410 listings found

2010 Nissan Altima S

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

2010 Nissan Altima S

Carleton, MI

UnscoredLimited · 9
$1,495249,158 mi

Comparison: 9 similar vehicles

Carleton, MI

2004 Pontiac Grand Am GT

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

2004 Pontiac Grand Am GT

Carleton, MI

UnscoredInsufficient · 0
$1,595358,129 mi

Carleton, MI

2008 Chevrolet Malibu LT

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

2008 Chevrolet Malibu LT

Adrian, MI

UnscoredLimited · 15
$1,900194,778 mi

Comparison: 15 similar vehicles

Adrian, MI

2010 Buick LaCrosse CXL

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

2010 Buick LaCrosse CXL

Adrian, MI

UnscoredModerate · 21
$2,500263,682 mi

Comparison: 21 similar vehicles

Adrian, MI

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 · 16
$2,728279,382 mi

Comparison: 16 similar vehicles

Findlay, OH

2010 Pontiac G6

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

2010 Pontiac G6

Antwerp, OH

UnscoredLimited · 5
$2,895167,118 mi

Comparison: 5 similar vehicles

Antwerp, OH

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Adrian, MI

UnscoredRobust · 65
$2,900164,631 mi

Comparison: 65 similar vehicles

Adrian, MI

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Carleton, MI

UnscoredLimited · 13
$2,995180,840 mi

Comparison: 13 similar vehicles

Carleton, MI

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Carleton, MI

UnscoredModerate · 21
$2,995182,804 mi

Comparison: 21 similar vehicles

Carleton, MI

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Butler, IN

UnscoredModerate · 47
$2,995259,048 mi

Comparison: 47 similar vehicles

Butler, IN

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Perrysburg, OH

UnscoredModerate · 47
$2,995265,200 mi

Comparison: 47 similar vehicles

Perrysburg, OH

2004 Chevrolet Malibu LT

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

2004 Chevrolet Malibu LT

Toledo, OH

Fair PriceLimited · 11
$2,995116,000 mi

Market: $2,495 – $7,051

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Toledo, OH

2003 Pontiac Bonneville SLE

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

2003 Pontiac Bonneville SLE

Toledo, OH

UnscoredInsufficient · 0
$2,999208,694 mi

Toledo, 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

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Adrian, MI

UnscoredModerate · 34
$3,275159,227 mi

Comparison: 34 similar vehicles

Adrian, MI

2005 Chevrolet Malibu Base

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

2005 Chevrolet Malibu Base

Saline, MI

UnscoredInsufficient · 0
$3,280185,847 mi

Saline, MI

2015 Chevrolet Cruze 2LT

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

2015 Chevrolet Cruze 2LT

Wauseon, OH

UnscoredModerate · 35
$3,383171,296 mi

Comparison: 35 similar vehicles

Wauseon, OH

2011 Cadillac CTS Performance Collection

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

2011 Cadillac CTS Performance Collection

Toledo, OH

UnscoredLimited · 15
$3,449176,993 mi

Comparison: 15 similar vehicles

Toledo, 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 · 57
$3,500181,621 mi

Comparison: 57 similar vehicles

Paulding, OH

2009 Pontiac G6

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

2009 Pontiac G6

Toledo, OH

Fair PriceModerate · 46
$3,500115,000 mi

Market: $1,999 – $7,441

Comparison: 46 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Toledo, OH

2005 Buick LeSabre Limited

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

2005 Buick LeSabre Limited

Swanton, OH

UnscoredInsufficient · 0
$3,699205,337 mi

Swanton, OH

2003 Chevrolet Impala Base

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

2003 Chevrolet Impala Base

Swanton, OH

UnscoredInsufficient · 4
$3,699155,035 mi

Comparison: 4 similar vehicles

Swanton, 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

UnscoredInsufficient · 0
$3,737151,403 mi

Findlay, OH

2016 Ford Focus SE

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

2016 Ford Focus SE

Carleton, MI

UnscoredModerate · 20
$3,795162,277 mi

Comparison: 20 similar vehicles

Carleton, MI

2015 Ford Focus SE

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

2015 Ford Focus SE

Carleton, MI

UnscoredModerate · 26
$3,795151,221 mi

Comparison: 26 similar vehicles

Carleton, MI

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 · 46
$3,883172,890 mi

Comparison: 46 similar vehicles

Findlay, OH

2008 Mitsubishi Lancer ES

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

2008 Mitsubishi Lancer ES

Toledo, OH

UnscoredInsufficient · 0
$3,898201,760 mi

Toledo, OH

2009 Toyota Corolla S

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

2009 Toyota Corolla S

Toledo, OH

UnscoredLimited · 11
$3,900212,322 mi

Comparison: 11 similar vehicles

Toledo, OH

2002 Mercedes-Benz E-Class E430 4Matic

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

2002 Mercedes-Benz E-Class E430 4Matic

Adrian, MI

UnscoredInsufficient · 0
$3,950182,500 mi

Adrian, MI

2007 Honda Accord EX

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

2007 Honda Accord EX

Toledo, OH

UnscoredLimited · 9
$3,977234,857 mi

Comparison: 9 similar vehicles

Toledo, OH

2013 Mercedes-Benz C-Class C300 Luxury

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

2013 Mercedes-Benz C-Class C300 Luxury

Toledo, OH

UnscoredLimited · 8
$3,995204,796 mi

Comparison: 8 similar vehicles

Toledo, OH

2012 Ford Fiesta SE

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

2012 Ford Fiesta SE

Carleton, MI

UnscoredModerate · 20
$3,995132,971 mi

Comparison: 20 similar vehicles

Carleton, MI

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Sylvania, OH

UnscoredRobust · 64
$3,995163,568 mi

Comparison: 64 similar vehicles

Sylvania, OH

2011 Nissan Maxima SV

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

2011 Nissan Maxima SV

Toledo, OH

Salvage title
$3,995129,875 mi

Toledo, OH

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Toledo, OH

UnscoredModerate · 33
$3,995159,354 mi

Comparison: 33 similar vehicles

Toledo, OH

2010 Ford Focus SE

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

2010 Ford Focus SE

Sylvania, OH

UnscoredLimited · 5
$3,995143,662 mi

Comparison: 5 similar vehicles

Sylvania, OH

2010 Volvo S40 2.4i

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

2010 Volvo S40 2.4i

Bowling Green, OH

UnscoredInsufficient · 0
$3,995167,862 mi

Bowling Green, OH

2009 Ford Focus SE

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

2009 Ford Focus SE

Sylvania, OH

UnscoredLimited · 19
$3,995131,736 mi

Comparison: 19 similar vehicles

Sylvania, OH

2007 Buick Lucerne CXL

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

2007 Buick Lucerne CXL

Toledo, OH

UnscoredModerate · 24
$3,995161,940 mi

Comparison: 24 similar vehicles

Toledo, OH

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Toledo, OH

UnscoredLimited · 18
$3,999136,487 mi

Comparison: 18 similar vehicles

Toledo, OH

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Perrysburg, OH

UnscoredModerate · 24
$3,999260,925 mi

Comparison: 24 similar vehicles

Perrysburg, 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 · 39
$4,116193,678 mi

Comparison: 39 similar vehicles

Findlay, OH

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Saline, MI

Salvage title
$4,180115,125 mi

Saline, MI

2013 Ford Focus SE

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

2013 Ford Focus SE

Toledo, OH

UnscoredInsufficient · 3
$4,250114,000 mi

Comparison: 3 similar vehicles

Toledo, OH

2004 Buick LeSabre Custom

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

2004 Buick LeSabre Custom

Saline, MI

UnscoredLimited · 11
$4,28092,709 mi

Comparison: 11 similar vehicles

Saline, MI

2009 Buick Lucerne CX

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

2009 Buick Lucerne CX

Swanton, OH

UnscoredLimited · 6
$4,299132,447 mi

Comparison: 6 similar vehicles

Swanton, 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

2010 Lincoln MKS Base

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

2010 Lincoln MKS Base

Fremont, OH

UnscoredLimited · 9
$4,432195,827 mi

Comparison: 9 similar vehicles

Fremont, OH

2009 Cadillac DTS 1SB

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

2009 Cadillac DTS 1SB

Toledo, OH

UnscoredInsufficient · 0
$4,450123,722 mi

Toledo, OH

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Sylvania, OH

UnscoredInsufficient · 3
$4,495161,280 mi

Comparison: 3 similar vehicles

Sylvania, 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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