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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 19, 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

33,669 listings found

2004 Pontiac Vibe Base

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

2004 Pontiac Vibe Base

Grand Rapids, MI

UnscoredLimited · 9
$1,613299,999 mi

Comparison: 9 similar vehicles

Grand Rapids, MI

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Grandville, MI

UnscoredLimited · 14
$1,655285,250 mi

Comparison: 14 similar vehicles

Grandville, MI

2008 Jeep Liberty Limited

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

2008 Jeep Liberty Limited

Hudsonville, MI

UnscoredLimited · 7
$2,214286,183 mi

Comparison: 7 similar vehicles

Hudsonville, MI

2015 Jeep Cherokee Latitude

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

2015 Jeep Cherokee Latitude

Grand Rapids, MI

UnscoredLimited · 15
$2,308230,001 mi

Comparison: 15 similar vehicles

Grand Rapids, MI

2010 Volkswagen CC Sport

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

2010 Volkswagen CC Sport

Wayland, MI

UnscoredInsufficient · 0
$2,309253,990 mi

Wayland, MI

No Photo

2004 Chevrolet Malibu LT

Plainwell, MI

UnscoredLimited · 10
$2,495Mileage not verified

Comparison: 10 similar vehicles

Plainwell, 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

UnscoredLimited · 10
$2,500239,995 mi

Comparison: 10 similar vehicles

Grand Rapids, 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
$2,514151,153 mi

Hudsonville, 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

UnscoredLimited · 19
$2,614248,948 mi

Comparison: 19 similar vehicles

Hudsonville, MI

2012 Toyota Prius One

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

2012 Toyota Prius One

Kalamazoo, MI

UnscoredLimited · 11
$2,800249,240 mi

Comparison: 11 similar vehicles

Kalamazoo, 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

UnscoredRobust · 144
$2,900193,421 mi

Comparison: 144 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

UnscoredInsufficient · 4
$2,900196,750 mi

Comparison: 4 similar vehicles

Grandville, MI

No Photo

2014 Dodge Journey SE

Springfield, MI

UnscoredModerate · 21
$2,983213,456 mi

Comparison: 21 similar vehicles

Springfield, MI

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Georgetown Township, MI

UnscoredRobust · 60
$2,995121,300 mi

Comparison: 60 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

UnscoredModerate · 40
$2,995232,675 mi

Comparison: 40 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

UnscoredInsufficient · 0
$2,995254,230 mi

Wyoming, MI

2010 Dodge Grand Caravan Cargo

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

2010 Dodge Grand Caravan Cargo

Three Rivers, MI

UnscoredInsufficient · 0
$2,995227,321 mi

Three Rivers, 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

UnscoredModerate · 34
$2,995179,421 mi

Comparison: 34 similar vehicles

Grand Rapids, 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 · 0
$2,995175,970 mi

Grand Rapids, 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

UnscoredLimited · 16
$2,995139,066 mi

Comparison: 16 similar vehicles

Grand Rapids, MI

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Georgetown Township, MI

UnscoredInsufficient · 3
$2,995210,000 mi

Comparison: 3 similar vehicles

Georgetown Township, MI

2004 Honda Accord EX

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

2004 Honda Accord EX

Cedar Springs, MI

UnscoredLimited · 7
$2,995258,000 mi

Comparison: 7 similar vehicles

Cedar Springs, MI

No Photo

2001 Oldsmobile Alero

Plainwell, MI

UnscoredInsufficient · 0
$2,995120,335 mi

Plainwell, MI

2012 Chrysler 200 S

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

2012 Chrysler 200 S

Lowell, MI

UnscoredLimited · 5
$2,999173,117 mi

Comparison: 5 similar vehicles

Lowell, MI

2003 Audi A4 Base

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

2003 Audi A4 Base

Grand Haven, MI

UnscoredInsufficient · 3
$2,99986,922 mi

Comparison: 3 similar vehicles

Grand Haven, 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

UnscoredInsufficient · 3
$3,000220,912 mi

Comparison: 3 similar vehicles

Lowell, MI

2011 Lincoln MKZ Base

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

2011 Lincoln MKZ Base

Kalamazoo, MI

UnscoredLimited · 8
$3,000248,715 mi

Comparison: 8 similar vehicles

Kalamazoo, 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

UnscoredLimited · 7
$3,000240,152 mi

Comparison: 7 similar vehicles

Grand Rapids, MI

2007 Ford Taurus SEL

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

2007 Ford Taurus SEL

Grand Rapids, MI

UnscoredInsufficient · 4
$3,000119,397 mi

Comparison: 4 similar vehicles

Grand Rapids, MI

2003 Pontiac Vibe Base

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

2003 Pontiac Vibe Base

Hudsonville, MI

UnscoredLimited · 5
$3,000238,070 mi

Comparison: 5 similar vehicles

Hudsonville, MI

2006 Toyota Corolla S

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

2006 Toyota Corolla S

Grand Rapids, MI

UnscoredInsufficient · 0
$3,150217,759 mi

Grand Rapids, MI

2004 Chevrolet Cavalier Base

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

2004 Chevrolet Cavalier Base

Grand Rapids, MI

UnscoredInsufficient · 0
$3,150101,606 mi

Grand Rapids, MI

2010 Mercury Mariner Premier

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

2010 Mercury Mariner Premier

Grandville, MI

UnscoredModerate · 20
$3,195172,900 mi

Comparison: 20 similar vehicles

Grandville, MI

2012 Kia Rio EX

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

2012 Kia Rio EX

Hudsonville, MI

UnscoredInsufficient · 0
$3,214188,322 mi

Hudsonville, MI

No Photo

2010 Dodge Journey SE

Plainwell, MI

UnscoredLimited · 16
$3,295129,545 mi

Comparison: 16 similar vehicles

Plainwell, 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

UnscoredModerate · 30
$3,295253,658 mi

Comparison: 30 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

UnscoredRobust · 67
$3,295221,059 mi

Comparison: 67 similar vehicles

Grand Rapids, MI

2006 Cadillac SRX Base

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

2006 Cadillac SRX Base

Grand Rapids, MI

UnscoredInsufficient · 4
$3,295171,535 mi

Comparison: 4 similar vehicles

Grand Rapids, MI

2013 Chevrolet Equinox LTZ

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

2013 Chevrolet Equinox LTZ

Grand Rapids, MI

UnscoredModerate · 43
$3,308291,572 mi

Comparison: 43 similar vehicles

Grand Rapids, MI

2005 Subaru Outback R L.L. Bean

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

2005 Subaru Outback R L.L. Bean

Hudsonville, MI

Salvage title
$3,308320,629 mi

Hudsonville, MI

2011 Chevrolet Cruze ECO

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

2011 Chevrolet Cruze ECO

Grand Rapids, MI

UnscoredInsufficient · 3
$3,313195,378 mi

Comparison: 3 similar vehicles

Grand Rapids, MI

2008 Mercury Sable Premier

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

2008 Mercury Sable Premier

Grandville, MI

UnscoredLimited · 10
$3,495171,205 mi

Comparison: 10 similar vehicles

Grandville, MI

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Kalamazoo, MI

UnscoredLimited · 13
$3,499170,483 mi

Comparison: 13 similar vehicles

Kalamazoo, MI

2011 GMC Acadia SLT1

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

2011 GMC Acadia SLT1

Rockford, MI

UnscoredLimited · 18
$3,499318,658 mi

Comparison: 18 similar vehicles

Rockford, MI

2014 Ford Focus SE

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

2014 Ford Focus SE

Grand Rapids, MI

UnscoredLimited · 16
$3,500208,008 mi

Comparison: 16 similar vehicles

Grand Rapids, 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

UnscoredModerate · 43
$3,500228,574 mi

Comparison: 43 similar vehicles

Grand Rapids, MI

2013 Kia Rio LX

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

2013 Kia Rio LX

Kalamazoo, MI

UnscoredLimited · 12
$3,500170,821 mi

Comparison: 12 similar vehicles

Kalamazoo, MI

2012 Buick LaCrosse Base

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

2012 Buick LaCrosse Base

Kalamazoo, MI

UnscoredInsufficient · 0
$3,500165,600 mi

Kalamazoo, 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
$3,500205,047 mi

Grand Rapids, 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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