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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 · November 3, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

27,674 listings found

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Wyoming, MI

Unscored
$1,500157,848 mi

Comparison: 37 similar vehicles

Wyoming, MI

2011 Ford Fiesta SE

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

2011 Ford Fiesta SE

Wyoming, MI

UnscoredInsufficient · 3
$1,600157,960 mi

Comparison: 3 similar vehicles

Wyoming, MI

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Grand Rapids, MI

Unscored
$1,800259,333 mi

Comparison: 23 similar vehicles

Grand Rapids, MI

2004 GMC Envoy SLT

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

2004 GMC Envoy SLT

Muskegon, MI

Unscored
$1,800235,525 mi

Comparison: 26 similar vehicles

Muskegon, 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

Unscored
$1,980237,566 mi

Comparison: 16 similar vehicles

Lansing, MI

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Howard City, MI

UnscoredInsufficient · 4
$1,995202,315 mi

Comparison: 4 similar vehicles

Howard City, MI

2007 Nissan Versa S

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

2007 Nissan Versa S

Saranac, MI

Unscored
$1,995166,569 mi

Comparison: 5 similar vehicles

Saranac, MI

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

Howard City, MI

UnscoredInsufficient · 0
$1,995164,257 mi

Howard City, MI

2008 Cadillac STS Base

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

2008 Cadillac STS Base

Grand Rapids, MI

UnscoredInsufficient · 4
$2,000205,601 mi

Comparison: 4 similar vehicles

Grand Rapids, 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

Lansing, MI

Unscored
$2,064294,622 mi

Comparison: 10 similar vehicles

Lansing, MI

2007 Ford Econoline Wagon XL

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

2007 Ford Econoline Wagon XL

Howard City, MI

UnscoredInsufficient · 0
$2,295195,915 mi

Howard City, MI

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Hudsonville, MI

UnscoredInsufficient · 0
$2,414151,153 mi

Hudsonville, MI

2006 Subaru Outback I

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

2006 Subaru Outback I

Alma, MI

UnscoredInsufficient · 0
$2,478241,875 mi

Alma, 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

Unscored
$2,495250,347 mi

Comparison: 9 similar vehicles

Lansing, MI

2009 GMC Envoy SLE

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

2009 GMC Envoy SLE

Grand Rapids, MI

UnscoredInsufficient · 3
$2,497219,518 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2013 Chevrolet Cruze ECO

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

2013 Chevrolet Cruze ECO

Mount Pleasant, MI

UnscoredInsufficient · 0
$2,500191,183 mi

Mount Pleasant, 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

Unscored
$2,500163,119 mi

Comparison: 8 similar vehicles

Lansing, MI

2006 Mazda MAZDA6 s

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

2006 Mazda MAZDA6 s

Grand Rapids, MI

UnscoredInsufficient · 0
$2,500210,578 mi

Grand Rapids, MI

2005 Hyundai Tucson GL

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

2005 Hyundai Tucson GL

Muskegon, MI

Unscored
$2,500191,000 mi

Comparison: 5 similar vehicles

Muskegon, MI

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Lakeview, MI

Unscored
$2,500428,500 mi

Comparison: 16 similar vehicles

Lakeview, MI

2001 BMW 3 Series Base

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

2001 BMW 3 Series Base

Grand Rapids, MI

Unscored
$2,500185,943 mi

Comparison: 18 similar vehicles

Grand Rapids, MI

2008 Lexus ES 350

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

2008 Lexus ES 350

Hudsonville, MI

Unscored
$2,514248,948 mi

Comparison: 18 similar vehicles

Hudsonville, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Lansing, MI

UnscoredInsufficient · 3
$2,625198,818 mi

Comparison: 3 similar vehicles

Lansing, MI

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Lansing, MI

Unscored
$2,663212,076 mi

Comparison: 8 similar vehicles

Lansing, MI

2011 Dodge Caliber Heat

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

2011 Dodge Caliber Heat

Lansing, MI

UnscoredInsufficient · 4
$2,695200,413 mi

Comparison: 4 similar vehicles

Lansing, MI

2006 Chevrolet HHR LT

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

2006 Chevrolet HHR LT

Grand Rapids, MI

Unscored
$2,768139,066 mi

Comparison: 11 similar vehicles

Grand Rapids, MI

2012 Chevrolet Impala 1FL

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

2012 Chevrolet Impala 1FL

Grand Rapids, MI

Unscored
$2,814264,537 mi

Comparison: 9 similar vehicles

Grand Rapids, MI

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Grand Rapids, MI

Unscored
$2,814209,267 mi

Comparison: 89 similar vehicles

Grand Rapids, MI

2012 Subaru Outback Base

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

2012 Subaru Outback Base

Lowell, MI

Unscored
$2,899220,912 mi

Comparison: 5 similar vehicles

Lowell, MI

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Grandville, MI

Unscored
$2,900196,750 mi

Comparison: 20 similar vehicles

Grandville, MI

2009 Chrysler Town & Country Touring

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

2009 Chrysler Town & Country Touring

Muskegon, MI

Unscored
$2,900191,488 mi

Comparison: 30 similar vehicles

Muskegon, MI

2010 Ford Escape XLS

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

2010 Ford Escape XLS

Grandville, MI

Unscored
$2,950185,507 mi

Comparison: 5 similar vehicles

Grandville, MI

2001 GMC Yukon XL SLE

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

2001 GMC Yukon XL SLE

Muskegon, MI

UnscoredInsufficient · 0
$2,970271,488 mi

Muskegon, MI

2011 Jeep Grand Cherokee Overland

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

2011 Jeep Grand Cherokee Overland

Clare, MI

Unscored
$2,975201,366 mi

Comparison: 23 similar vehicles

Clare, MI

2010 Honda Pilot Touring

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

2010 Honda Pilot Touring

Lansing, MI

UnscoredInsufficient · 3
$2,980272,315 mi

Comparison: 3 similar vehicles

Lansing, 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

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Lansing, MI

Unscored
$2,980337,019 mi

Comparison: 10 similar vehicles

Lansing, MI

2015 Mazda MAZDA5 Sport

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

2015 Mazda MAZDA5 Sport

Georgetown Township, MI

UnscoredInsufficient · 3
$2,995289,400 mi

Comparison: 3 similar vehicles

Georgetown Township, MI

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Charlotte, MI

Unscored
$2,995272,500 mi

Comparison: 69 similar vehicles

Charlotte, MI

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Hopkins, MI

UnscoredInsufficient · 3
$2,995208,500 mi

Comparison: 3 similar vehicles

Hopkins, MI

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Grand Rapids, MI

Unscored
$2,995232,675 mi

Comparison: 16 similar vehicles

Grand Rapids, MI

2010 GMC Yukon XL SLT1

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

2010 GMC Yukon XL SLT1

Wyoming, MI

Unscored
$2,995254,230 mi

Comparison: 5 similar vehicles

Wyoming, MI

2009 Dodge Avenger SXT

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

2009 Dodge Avenger SXT

Grandville, MI

UnscoredInsufficient · 0
$2,995143,176 mi

Grandville, MI

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Grand Rapids, MI

UnscoredInsufficient · 3
$2,995179,421 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Grand Rapids, MI

Unscored
$2,995253,658 mi

Comparison: 31 similar vehicles

Grand Rapids, MI

2008 Nissan Altima S

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

2008 Nissan Altima S

Howard City, MI

Unscored
$2,995201,719 mi

Comparison: 5 similar vehicles

Howard City, MI

2008 Volkswagen Jetta S

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

2008 Volkswagen Jetta S

Kentwood, MI

UnscoredInsufficient · 0
$2,995190,000 mi

Kentwood, MI

2007 Saturn Aura XE

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

2007 Saturn Aura XE

Grand Rapids, MI

UnscoredInsufficient · 3
$2,995175,970 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

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

St. Louis, MI

Unscored
$2,995186,524 mi

Comparison: 6 similar vehicles

St. Louis, 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.
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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