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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

22,689 listings found

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

UnscoredLimited · 17
$1,995229,616 mi

Comparison: 17 similar vehicles

Howard City, MI

2011 Chevrolet Tahoe LT

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

2011 Chevrolet Tahoe LT

Howard City, MI

UnscoredModerate · 27
$1,995333,779 mi

Comparison: 27 similar vehicles

Howard City, 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

2006 Lexus RX 400h

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

2006 Lexus RX 400h

Howard City, MI

UnscoredInsufficient · 4
$2,295283,858 mi

Comparison: 4 similar vehicles

Howard City, 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

UnscoredLimited · 5
$2,500191,000 mi

Comparison: 5 similar vehicles

Muskegon, MI

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Mason, MI

UnscoredLimited · 8
$2,600164,852 mi

Comparison: 8 similar vehicles

Mason, MI

2004 Hyundai Santa Fe Base

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

2004 Hyundai Santa Fe Base

Mason, MI

UnscoredInsufficient · 0
$2,650163,021 mi

Mason, 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

UnscoredInsufficient · 3
$2,900193,421 mi

Comparison: 3 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

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

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 · 0
$2,980272,315 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

UnscoredLimited · 11
$2,980337,019 mi

Comparison: 11 similar vehicles

Lansing, MI

No Photo

2014 Dodge Journey SE

Springfield, MI

UnscoredModerate · 21
$2,983213,456 mi

Comparison: 21 similar vehicles

Springfield, MI

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

Okemos, MI

UnscoredModerate · 24
$2,995203,606 mi

Comparison: 24 similar vehicles

Okemos, 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

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

2005 GMC Envoy XL SLE

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

2005 GMC Envoy XL SLE

Howard City, MI

UnscoredInsufficient · 0
$2,995169,529 mi

Howard City, MI

2015 Chevrolet Captiva Sport 1LS

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

2015 Chevrolet Captiva Sport 1LS

Muskegon, MI

UnscoredInsufficient · 0
$3,000183,000 mi

Muskegon, MI

2010 Subaru Forester X Limited

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

2010 Subaru Forester X Limited

North Muskegon, MI

UnscoredModerate · 20
$3,000299,969 mi

Comparison: 20 similar vehicles

North Muskegon, 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

UnscoredLimited · 18
$3,195172,900 mi

Comparison: 18 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

UnscoredLimited · 7
$3,200216,000 mi

Comparison: 7 similar vehicles

Muskegon, MI

No Photo

2010 Dodge Journey SE

Plainwell, MI

UnscoredLimited · 16
$3,295129,217 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

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

Hudsonville, MI

UnscoredModerate · 46
$3,308291,572 mi

Comparison: 46 similar vehicles

Hudsonville, MI

2005 Buick Rendezvous CX

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

2005 Buick Rendezvous CX

Hudsonville, MI

UnscoredLimited · 8
$3,312164,352 mi

Comparison: 8 similar vehicles

Hudsonville, MI

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Lakeview, MI

UnscoredModerate · 47
$3,495266,600 mi

Comparison: 47 similar vehicles

Lakeview, 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 Jeep Grand Cherokee Overland

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

2011 Jeep Grand Cherokee Overland

Muskegon, MI

UnscoredRobust · 50
$3,500201,000 mi

Comparison: 50 similar vehicles

Muskegon, MI

2010 Dodge Journey SE

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

2010 Dodge Journey SE

Grand Rapids, MI

Fair PriceLimited · 16
$3,500110,338 mi

Market: $3,030 – $6,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Grand Rapids, MI

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Grand Rapids, MI

UnscoredLimited · 13
$3,500154,000 mi

Comparison: 13 similar vehicles

Grand Rapids, MI

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Grand Rapids, MI

UnscoredLimited · 8
$3,500150,761 mi

Comparison: 8 similar vehicles

Grand Rapids, MI

1999 Honda CR-V EX

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

1999 Honda CR-V EX

Grand Rapids, MI

UnscoredInsufficient · 0
$3,500272,965 mi

Grand Rapids, 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

UnscoredLimited · 17
$3,595217,491 mi

Comparison: 17 similar vehicles

Howard City, MI

2009 Jeep Grand Cherokee Limited

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

2009 Jeep Grand Cherokee Limited

Grandville, MI

UnscoredInsufficient · 4
$3,595156,019 mi

Comparison: 4 similar vehicles

Grandville, MI

2004 GMC Yukon SLE

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

2004 GMC Yukon SLE

Grand Rapids, MI

UnscoredLimited · 9
$3,595217,653 mi

Comparison: 9 similar vehicles

Grand Rapids, MI

2007 Buick Rendezvous CX

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

2007 Buick Rendezvous CX

Kentwood, MI

UnscoredLimited · 12
$3,695170,000 mi

Comparison: 12 similar vehicles

Kentwood, MI

2012 Ford Explorer Limited

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

2012 Ford Explorer Limited

Grandville, MI

UnscoredModerate · 26
$3,750217,480 mi

Comparison: 26 similar vehicles

Grandville, MI

2008 Honda Pilot SPECIAL EDITION

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

2008 Honda Pilot SPECIAL EDITION

Stanwood, MI

UnscoredInsufficient · 0
$3,800195,199 mi

Stanwood, MI

2013 Lincoln MKX Base

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

2013 Lincoln MKX Base

Greenville, MI

UnscoredInsufficient · 3
$3,809160,182 mi

Comparison: 3 similar vehicles

Greenville, MI

2013 Ford Escape S

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

2013 Ford Escape S

Grandville, MI

UnscoredModerate · 24
$3,850190,596 mi

Comparison: 24 similar vehicles

Grandville, MI

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Grandville, MI

UnscoredLimited · 5
$3,894271,913 mi

Comparison: 5 similar vehicles

Grandville, MI

2008 Mazda Tribute i Touring

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

2008 Mazda Tribute i Touring

Kentwood, MI

UnscoredInsufficient · 0
$3,895170,000 mi

Kentwood, MI

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Nunica, MI

UnscoredModerate · 49
$3,900262,360 mi

Comparison: 49 similar vehicles

Nunica, MI

2012 Chevrolet Traverse 2LT

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

2012 Chevrolet Traverse 2LT

Hudsonville, MI

UnscoredModerate · 22
$3,900204,000 mi

Comparison: 22 similar vehicles

Hudsonville, MI

2009 Ford Escape XLS

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

2009 Ford Escape XLS

Grandville, MI

UnscoredInsufficient · 3
$3,900186,049 mi

Comparison: 3 similar vehicles

Grandville, MI

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Lansing, MI

UnscoredLimited · 5
$3,980203,012 mi

Comparison: 5 similar vehicles

Lansing, MI

2008 Toyota Highlander Sport

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

2008 Toyota Highlander Sport

Hudsonville, MI

UnscoredModerate · 24
$3,990309,034 mi

Comparison: 24 similar vehicles

Hudsonville, MI

2017 Jeep Cherokee Trailhawk

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

2017 Jeep Cherokee Trailhawk

Lansing, MI

UnscoredLimited · 9
$3,995226,321 mi

Comparison: 9 similar vehicles

Lansing, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Grandville, MI

UnscoredModerate · 48
$3,995184,481 mi

Comparison: 48 similar vehicles

Grandville, 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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