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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

3,556 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

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

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

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

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

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Manistee, MI

UnscoredModerate · 21
$3,500190,211 mi

Comparison: 21 similar vehicles

Manistee, 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

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

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 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

2013 Chevrolet Tahoe LS

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

2013 Chevrolet Tahoe LS

Howard City, MI

UnscoredModerate · 35
$3,995192,004 mi

Comparison: 35 similar vehicles

Howard City, MI

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Howard City, MI

UnscoredRobust · 68
$3,995180,636 mi

Comparison: 68 similar vehicles

Howard City, MI

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Howard City, MI

UnscoredRobust · 55
$3,995136,388 mi

Comparison: 55 similar vehicles

Howard City, MI

2011 Buick Enclave CXL-1

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

2011 Buick Enclave CXL-1

Scottville, MI

UnscoredLimited · 18
$3,995134,000 mi

Comparison: 18 similar vehicles

Scottville, MI

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Cedar Springs, MI

UnscoredModerate · 23
$3,995184,000 mi

Comparison: 23 similar vehicles

Cedar Springs, MI

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Muskegon, MI

UnscoredLimited · 19
$4,250240,645 mi

Comparison: 19 similar vehicles

Muskegon, MI

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Ravenna, MI

UnscoredRobust · 59
$4,299156,000 mi

Comparison: 59 similar vehicles

Ravenna, MI

2016 Chevrolet Trax LT

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

2016 Chevrolet Trax LT

Muskegon, MI

UnscoredRobust · 120
$4,500147,000 mi

Comparison: 120 similar vehicles

Muskegon, MI

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Howard City, MI

UnscoredRobust · 56
$4,595185,616 mi

Comparison: 56 similar vehicles

Howard City, MI

2006 Ford Escape Limited

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

2006 Ford Escape Limited

Cedar Springs, MI

UnscoredInsufficient · 0
$4,59584,000 mi

Cedar Springs, MI

2014 Hyundai Santa Fe Sport

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

2014 Hyundai Santa Fe Sport

Manistee, MI

UnscoredModerate · 42
$4,770144,500 mi

Comparison: 42 similar vehicles

Manistee, MI

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Ludington, MI

UnscoredLimited · 16
$4,900199,861 mi

Comparison: 16 similar vehicles

Ludington, MI

2014 GMC Terrain SLE-2

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

2014 GMC Terrain SLE-2

Norton Shores, MI

UnscoredModerate · 46
$4,980190,992 mi

Comparison: 46 similar vehicles

Norton Shores, MI

2005 Chevrolet TrailBlazer LS

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

2005 Chevrolet TrailBlazer LS

Norton Shores, MI

UnscoredLimited · 11
$4,980138,898 mi

Comparison: 11 similar vehicles

Norton Shores, MI

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Norton Shores, MI

UnscoredRobust · 178
$4,995190,912 mi

Comparison: 178 similar vehicles

Norton Shores, MI

2014 Hyundai Santa Fe Sport

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

2014 Hyundai Santa Fe Sport

Muskegon, MI

UnscoredRobust · 54
$4,995224,885 mi

Comparison: 54 similar vehicles

Muskegon, MI

2007 Hummer H3

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

2007 Hummer H3

Howard City, MI

UnscoredLimited · 11
$4,995151,367 mi

Comparison: 11 similar vehicles

Howard City, MI

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Allendale Charter Township, MI

UnscoredLimited · 6
$4,995194,035 mi

Comparison: 6 similar vehicles

Allendale Charter Township, MI

2009 Ford Edge SE

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

2009 Ford Edge SE

Ravenna, MI

UnscoredInsufficient · 0
$4,999169,000 mi

Ravenna, MI

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Muskegon, MI

UnscoredRobust · 186
$5,000186,000 mi

Comparison: 186 similar vehicles

Muskegon, MI

2017 Buick Encore Sport Touring

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

2017 Buick Encore Sport Touring

Manistee, MI

UnscoredModerate · 25
$5,000135,917 mi

Comparison: 25 similar vehicles

Manistee, MI

2012 Dodge Durango Citadel

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

2012 Dodge Durango Citadel

Muskegon, MI

UnscoredLimited · 8
$5,000169,000 mi

Comparison: 8 similar vehicles

Muskegon, MI

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Muskegon, MI

UnscoredLimited · 15
$5,200188,953 mi

Comparison: 15 similar vehicles

Muskegon, MI

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Muskegon, MI

UnscoredLimited · 19
$5,287149,344 mi

Comparison: 19 similar vehicles

Muskegon, MI

2010 Ford Flex Limited

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

2010 Ford Flex Limited

Muskegon, MI

UnscoredLimited · 8
$5,384211,332 mi

Comparison: 8 similar vehicles

Muskegon, MI

2015 Jeep Patriot Latitude

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

2015 Jeep Patriot Latitude

Muskegon, MI

UnscoredInsufficient · 3
$5,480168,227 mi

Comparison: 3 similar vehicles

Muskegon, MI

2010 Subaru Forester X

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

2010 Subaru Forester X

Muskegon, MI

UnscoredLimited · 16
$5,480228,674 mi

Comparison: 16 similar vehicles

Muskegon, MI

2014 Jeep Cherokee Sport

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

2014 Jeep Cherokee Sport

Grant, MI

UnscoredLimited · 19
$5,500163,675 mi

Comparison: 19 similar vehicles

Grant, MI

2012 Ford Explorer XLT

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

2012 Ford Explorer XLT

Manistee, MI

UnscoredModerate · 34
$5,500268,988 mi

Comparison: 34 similar vehicles

Manistee, MI

2011 Nissan Murano S

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

2011 Nissan Murano S

Norton Shores, MI

UnscoredInsufficient · 0
$5,500142,090 mi

Norton Shores, MI

2014 Ford Flex SEL

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

2014 Ford Flex SEL

Norton Shores, MI

UnscoredModerate · 41
$5,880171,911 mi

Comparison: 41 similar vehicles

Norton Shores, MI

2004 Jeep Liberty Limited

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

2004 Jeep Liberty Limited

Norton Shores, MI

UnscoredInsufficient · 0
$5,880113,944 mi

Norton Shores, MI

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Allendale Charter Township, MI

UnscoredInsufficient · 3
$5,995185,726 mi

Comparison: 3 similar vehicles

Allendale Charter Township, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Muskegon, MI

UnscoredModerate · 23
$5,995194,844 mi

Comparison: 23 similar vehicles

Muskegon, MI

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Howard City, MI

UnscoredModerate · 34
$5,995142,354 mi

Comparison: 34 similar vehicles

Howard City, MI

2013 Buick Enclave Leather

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

2013 Buick Enclave Leather

Cedar Springs, MI

UnscoredModerate · 26
$5,995130,000 mi

Comparison: 26 similar vehicles

Cedar Springs, 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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