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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 13, 2026

7.2M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

24,594 listings found

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Howard City, MI

Unscored
$1,495284,966 mi

Comparison: 39 similar vehicles

Howard City, MI

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: 35 similar vehicles

Wyoming, 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 · 3
$1,595202,315 mi

Comparison: 3 similar vehicles

Howard City, MI

2009 Chevrolet Malibu 1LS

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

2009 Chevrolet Malibu 1LS

Grand Rapids, MI

Unscored
$1,800240,152 mi

Comparison: 7 similar vehicles

Grand Rapids, MI

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

Grand Rapids, MI

Unscored
$1,800239,995 mi

Comparison: 7 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: 6 similar vehicles

Muskegon, MI

2012 Buick Enclave Premium

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

2012 Buick Enclave Premium

Howard City, MI

Unscored
$1,995229,616 mi

Comparison: 12 similar vehicles

Howard City, MI

2011 Ford F-150 XL

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

2011 Ford F-150 XL

Howard City, MI

Unscored
$1,995364,505 mi

Comparison: 24 similar vehicles

Howard City, MI

2008 Dodge Grand Caravan SXT

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

2008 Dodge Grand Caravan SXT

Howard City, MI

Unscored
$1,995201,481 mi

Comparison: 12 similar vehicles

Howard City, MI

2008 Volkswagen Jetta SE

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

2008 Volkswagen Jetta SE

Greenville, MI

UnscoredInsufficient · 0
$1,995170,550 mi

Greenville, MI

2004 Dodge Dakota Sport

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

2004 Dodge Dakota Sport

Georgetown Township, MI

UnscoredInsufficient · 0
$1,995193,600 mi

Georgetown Township, 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
$1,995428,500 mi

Comparison: 14 similar vehicles

Lakeview, 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

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Wyoming, MI

Unscored
$2,000167,384 mi

Comparison: 82 similar vehicles

Wyoming, 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

2007 Volvo XC90 3.2

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

2007 Volvo XC90 3.2

Wyoming, MI

Unscored
$2,000194,502 mi

Comparison: 5 similar vehicles

Wyoming, MI

1999 Toyota Camry LE

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

1999 Toyota Camry LE

Whitehall, MI

UnscoredInsufficient · 0
$2,000341,360 mi

Whitehall, MI

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Howard City, MI

Unscored
$2,295189,738 mi

Comparison: 86 similar vehicles

Howard City, 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

2008 Saturn Aura XE

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

2008 Saturn Aura XE

Hudsonville, MI

Unscored
$2,308154,429 mi

Comparison: 17 similar vehicles

Hudsonville, MI

2011 Chrysler 200 Touring

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

2011 Chrysler 200 Touring

Hudsonville, MI

Unscored
$2,313162,917 mi

Comparison: 19 similar vehicles

Hudsonville, MI

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Grandville, MI

Unscored
$2,400203,526 mi

Comparison: 31 similar vehicles

Grandville, 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

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Howard City, MI

Unscored
$2,495195,912 mi

Comparison: 87 similar vehicles

Howard City, MI

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Wyoming, MI

Unscored
$2,500186,134 mi

Comparison: 24 similar vehicles

Wyoming, MI

2013 Dodge Dart SXT

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

2013 Dodge Dart SXT

Grand Rapids, MI

Unscored
$2,500228,574 mi

Comparison: 49 similar vehicles

Grand Rapids, MI

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Grand Rapids, MI

Unscored
$2,500211,012 mi

Comparison: 30 similar vehicles

Grand Rapids, MI

2011 Chevrolet Impala LTZ

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

2011 Chevrolet Impala LTZ

Grand Rapids, MI

UnscoredInsufficient · 0
$2,500205,047 mi

Grand Rapids, 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

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

2006 Buick LaCrosse CXL

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

2006 Buick LaCrosse CXL

Hudsonville, MI

Unscored
$2,614269,852 mi

Comparison: 19 similar vehicles

Hudsonville, 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: 15 similar vehicles

Grand Rapids, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Grandville, MI

Unscored
$2,795185,492 mi

Comparison: 9 similar vehicles

Grandville, MI

2012 Jeep Liberty Jet Edition

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

2012 Jeep Liberty Jet Edition

Muskegon, MI

UnscoredInsufficient · 3
$2,800216,000 mi

Comparison: 3 similar vehicles

Muskegon, MI

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Hudsonville, MI

Unscored
$2,814209,267 mi

Comparison: 91 similar vehicles

Hudsonville, MI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Grandville, MI

Unscored
$2,900193,421 mi

Comparison: 150 similar vehicles

Grandville, 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: 5 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: 28 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

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Howard City, MI

Unscored
$2,995217,491 mi

Comparison: 24 similar vehicles

Howard City, 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 · 4
$2,995289,400 mi

Comparison: 4 similar vehicles

Georgetown Township, 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 Ford Escape XLT

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

2010 Ford Escape XLT

Grandville, MI

Unscored
$2,995106,057 mi

Comparison: 9 similar vehicles

Grandville, 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

2009 Nissan Versa SL

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

2009 Nissan Versa SL

Grand Rapids, MI

UnscoredInsufficient · 0
$2,995174,325 mi

Grand Rapids, MI

2009 Pontiac Vibe GT

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

2009 Pontiac Vibe GT

Lakeview, MI

Unscored
$2,995220,350 mi

Comparison: 6 similar vehicles

Lakeview, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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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