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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

3,673 listings found

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Lansing, MI

UnscoredModerate · 25
$1,309267,412 mi

Comparison: 25 similar vehicles

Lansing, 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

2011 Nissan Altima S

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

2011 Nissan Altima S

Lansing, MI

Salvage title
$1,980224,002 mi

Lansing, MI

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Lansing, MI

UnscoredModerate · 29
$1,980237,566 mi

Comparison: 29 similar vehicles

Lansing, MI

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Meridian charter Township, MI

UnscoredLimited · 19
$2,046172,652 mi

Comparison: 19 similar vehicles

Meridian charter Township, MI

2001 Ford Focus SE

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

2001 Ford Focus SE

Mason, MI

UnscoredInsufficient · 0
$2,300137,089 mi

Mason, MI

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Brighton, MI

UnscoredModerate · 24
$2,314185,521 mi

Comparison: 24 similar vehicles

Brighton, MI

2003 Nissan Altima SL

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

2003 Nissan Altima SL

Mason, MI

UnscoredInsufficient · 0
$2,400164,434 mi

Mason, MI

2008 Honda Accord EX-L V6

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

2008 Honda Accord EX-L V6

Lansing, MI

UnscoredLimited · 11
$2,495250,347 mi

Comparison: 11 similar vehicles

Lansing, MI

2011 Chrysler 200 Limited

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

2011 Chrysler 200 Limited

Mason, MI

UnscoredLimited · 12
$2,500195,144 mi

Comparison: 12 similar vehicles

Mason, 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

2008 Nissan Altima S

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

2008 Nissan Altima S

Lansing, MI

UnscoredLimited · 9
$2,500163,119 mi

Comparison: 9 similar vehicles

Lansing, MI

2012 Ford Fusion SEL

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

2012 Ford Fusion SEL

Mason, MI

UnscoredInsufficient · 4
$2,550197,309 mi

Comparison: 4 similar vehicles

Mason, MI

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

Brighton, MI

UnscoredInsufficient · 3
$2,564294,622 mi

Comparison: 3 similar vehicles

Brighton, MI

2008 Ford Fusion SEL

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

2008 Ford Fusion SEL

Mason, MI

UnscoredLimited · 5
$2,600177,298 mi

Comparison: 5 similar vehicles

Mason, MI

2006 Ford Five Hundred SEL

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

2006 Ford Five Hundred SEL

Mason, MI

UnscoredInsufficient · 0
$2,600155,518 mi

Mason, MI

2006 Nissan Altima S

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

2006 Nissan Altima S

Ann Arbor, MI

UnscoredInsufficient · 0
$2,613170,809 mi

Ann Arbor, MI

2012 Ford Focus SE

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

2012 Ford Focus SE

Mason, MI

UnscoredInsufficient · 3
$2,650123,450 mi

Comparison: 3 similar vehicles

Mason, MI

2002 Toyota Corolla CE

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

2002 Toyota Corolla CE

Ann Arbor, MI

UnscoredInsufficient · 0
$2,775171,520 mi

Ann Arbor, MI

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Plymouth, MI

UnscoredModerate · 35
$2,867167,716 mi

Comparison: 35 similar vehicles

Plymouth, MI

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

2009 Dodge Charger SE

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

2009 Dodge Charger SE

Lansing, MI

UnscoredInsufficient · 0
$2,980210,214 mi

Lansing, MI

2005 Chrysler 300 C

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

2005 Chrysler 300 C

Mason, MI

UnscoredLimited · 8
$3,00092,501 mi

Comparison: 8 similar vehicles

Mason, MI

2009 Chevrolet Malibu 2LT

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

2009 Chevrolet Malibu 2LT

Ypsilanti, MI

UnscoredLimited · 6
$3,200180,000 mi

Comparison: 6 similar vehicles

Ypsilanti, MI

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Howell, MI

UnscoredModerate · 35
$3,264142,955 mi

Comparison: 35 similar vehicles

Howell, MI

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

1999 Toyota Camry LE

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

1999 Toyota Camry LE

Ann Arbor, MI

UnscoredInsufficient · 3
$3,275137,586 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2014 Volkswagen Jetta S

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

2014 Volkswagen Jetta S

Brighton, MI

UnscoredLimited · 5
$3,280171,082 mi

Comparison: 5 similar vehicles

Brighton, 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

2013 Chevrolet Impala LT

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

2013 Chevrolet Impala LT

Ann Arbor, MI

UnscoredLimited · 5
$3,313253,114 mi

Comparison: 5 similar vehicles

Ann Arbor, MI

2012 Chevrolet Cruze 2LT

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

2012 Chevrolet Cruze 2LT

Brighton, MI

UnscoredLimited · 8
$3,313185,616 mi

Comparison: 8 similar vehicles

Brighton, MI

2011 Ford Focus SES

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

2011 Ford Focus SES

Brighton, MI

UnscoredInsufficient · 4
$3,444119,307 mi

Comparison: 4 similar vehicles

Brighton, MI

2002 Volvo S80 2.9 A SR

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

2002 Volvo S80 2.9 A SR

Superior Charter Township, MI

UnscoredInsufficient · 0
$3,495146,700 mi

Superior Charter Township, MI

2012 Chevrolet Cruze 1LT

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

2012 Chevrolet Cruze 1LT

Plymouth, MI

UnscoredLimited · 5
$3,500114,500 mi

Comparison: 5 similar vehicles

Plymouth, MI

2016 Buick Verano 1SH

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

2016 Buick Verano 1SH

Mason, MI

UnscoredLimited · 6
$3,600145,962 mi

Comparison: 6 similar vehicles

Mason, MI

2014 Chevrolet Malibu 1LT

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

2014 Chevrolet Malibu 1LT

Brighton, MI

UnscoredLimited · 11
$3,814214,222 mi

Comparison: 11 similar vehicles

Brighton, MI

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

2015 Buick Verano 1SD

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

2015 Buick Verano 1SD

Lansing, MI

UnscoredLimited · 17
$3,980228,441 mi

Comparison: 17 similar vehicles

Lansing, MI

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Lansing, MI

UnscoredLimited · 6
$3,980156,589 mi

Comparison: 6 similar vehicles

Lansing, MI

2008 Chevrolet Malibu LTZ

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

2008 Chevrolet Malibu LTZ

Lansing, MI

UnscoredInsufficient · 0
$3,995137,559 mi

Lansing, MI

2004 Chrysler Concorde LX

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

2004 Chrysler Concorde LX

Chelsea, MI

UnscoredInsufficient · 0
$3,995153,084 mi

Chelsea, MI

2014 Buick Regal Premium 1 4WD

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

2014 Buick Regal Premium 1 4WD

Brighton, MI

UnscoredInsufficient · 0
$3,997193,460 mi

Brighton, MI

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Coldwater, MI

UnscoredModerate · 20
$4,000181,797 mi

Comparison: 20 similar vehicles

Coldwater, MI

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

Charlotte, MI

UnscoredInsufficient · 4
$4,000148,260 mi

Comparison: 4 similar vehicles

Charlotte, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Jackson, MI

UnscoredLimited · 5
$4,123241,651 mi

Comparison: 5 similar vehicles

Jackson, MI

2011 Chevrolet Impala LT

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

2011 Chevrolet Impala LT

Jackson, MI

UnscoredModerate · 41
$4,148202,112 mi

Comparison: 41 similar vehicles

Jackson, MI

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

2008 Jaguar XJ Series XJ8

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

2008 Jaguar XJ Series XJ8

Jackson, MI

UnscoredInsufficient · 0
$4,199177,945 mi

Jackson, MI

2016 Ford Focus SE

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

2016 Ford Focus SE

Ypsilanti, MI

UnscoredModerate · 20
$4,200125,000 mi

Comparison: 20 similar vehicles

Ypsilanti, MI

2013 Ford Focus SE

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

2013 Ford Focus SE

Ypsilanti, MI

UnscoredModerate · 23
$4,200130,000 mi

Comparison: 23 similar vehicles

Ypsilanti, MI

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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