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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 10, 2026

7.3M+

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

3,388 listings found

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

West Branch, MI

UnscoredInsufficient · 3
$1,814213,866 mi

Comparison: 3 similar vehicles

West Branch, 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

Gaylord, MI

Unscored
$2,280206,901 mi

Comparison: 11 similar vehicles

Gaylord, MI

2010 Dodge Journey SXT

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

2010 Dodge Journey SXT

Houghton Lake, MI

Unscored
$2,495205,105 mi

Comparison: 24 similar vehicles

Houghton Lake, MI

2008 Buick Lucerne CX

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

2008 Buick Lucerne CX

West Branch, MI

UnscoredInsufficient · 0
$2,764163,609 mi

West Branch, MI

2002 GMC Yukon SLE

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

2002 GMC Yukon SLE

West Branch, MI

UnscoredInsufficient · 0
$3,214217,172 mi

West Branch, MI

2015 Chevrolet Malibu 1LT

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

2015 Chevrolet Malibu 1LT

Standish, MI

Unscored
$3,305253,997 mi

Comparison: 35 similar vehicles

Standish, MI

2010 Chrysler 300 C

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

2010 Chrysler 300 C

West Branch, MI

UnscoredInsufficient · 0
$3,314202,842 mi

West Branch, MI

2011 Chrysler Town & Country Touring-L

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

2011 Chrysler Town & Country Touring-L

Pinconning, MI

Unscored
$3,614178,849 mi

Comparison: 9 similar vehicles

Pinconning, MI

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Pinconning, MI

Unscored
$3,714186,354 mi

Comparison: 26 similar vehicles

Pinconning, MI

2007 Ford Explorer Eddie Bauer

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

2007 Ford Explorer Eddie Bauer

Pinconning, MI

Unscored
$3,714177,690 mi

Comparison: 9 similar vehicles

Pinconning, MI

2013 Chevrolet Impala 1FL

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

2013 Chevrolet Impala 1FL

Gladwin, MI

Unscored
$3,899206,188 mi

Comparison: 5 similar vehicles

Gladwin, MI

2016 Kia Soul +

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

2016 Kia Soul +

Houghton Lake, MI

Unscored
$3,95074,567 mi

Comparison: 9 similar vehicles

Houghton Lake, MI

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Lincoln, MI

Unscored
$3,995179,944 mi

Comparison: 38 similar vehicles

Lincoln, 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

Houghton Lake, MI

Unscored
$3,995222,155 mi

Comparison: 41 similar vehicles

Houghton Lake, MI

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Houghton Lake, MI

Unscored
$3,995229,970 mi

Comparison: 6 similar vehicles

Houghton Lake, MI

2004 Saturn ION 2

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

2004 Saturn ION 2

Houghton Lake, MI

UnscoredInsufficient · 0
$3,99593,787 mi

Houghton Lake, MI

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Gaylord, MI

Unscored
$4,080173,117 mi

Comparison: 44 similar vehicles

Gaylord, MI

2008 GMC Yukon XL

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

2008 GMC Yukon XL

Pinconning, MI

UnscoredInsufficient · 0
$4,214227,484 mi

Pinconning, MI

2009 Ford Fusion SEL

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

2009 Ford Fusion SEL

Houghton Lake, MI

UnscoredInsufficient · 0
$4,275155,309 mi

Houghton Lake, MI

2017 Chevrolet Traverse LS

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

2017 Chevrolet Traverse LS

Standish, MI

Unscored
$4,309204,453 mi

Comparison: 28 similar vehicles

Standish, MI

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

Pinconning, MI

Unscored
$4,314206,424 mi

Comparison: 6 similar vehicles

Pinconning, MI

2011 Subaru Forester X Limited

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

2011 Subaru Forester X Limited

Gaylord, MI

UnscoredInsufficient · 3
$4,780207,133 mi

Comparison: 3 similar vehicles

Gaylord, MI

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

West Branch, MI

Unscored
$4,894246,435 mi

Comparison: 41 similar vehicles

West Branch, MI

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Harrison, MI

Unscored
$4,988208,869 mi

Comparison: 5 similar vehicles

Harrison, MI

2011 Toyota RAV4 Base

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

2011 Toyota RAV4 Base

Houghton Lake, MI

Unscored
$4,995430,102 mi

Comparison: 11 similar vehicles

Houghton Lake, MI

1998 Jeep Wrangler SE

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

1998 Jeep Wrangler SE

Houghton Lake, MI

UnscoredInsufficient · 0
$4,995164,898 mi

Houghton Lake, MI

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Houghton Lake, MI

Unscored
$4,998196,975 mi

Comparison: 24 similar vehicles

Houghton Lake, MI

1997 Mercury Grand Marquis

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

1997 Mercury Grand Marquis

West Branch, MI

UnscoredInsufficient · 0
$5,21495,761 mi

West Branch, MI

2012 Chevrolet Equinox 1LT

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

2012 Chevrolet Equinox 1LT

West Branch, MI

Unscored
$5,240174,139 mi

Comparison: 30 similar vehicles

West Branch, 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

Gladwin, MI

Salvage title
$5,250204,535 mi

Gladwin, MI

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Standish, MI

Unscored
$5,309148,871 mi

Comparison: 6 similar vehicles

Standish, MI

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Pinconning, MI

Unscored
$5,314153,108 mi

Comparison: 84 similar vehicles

Pinconning, MI

2007 Chevrolet Suburban LS

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

2007 Chevrolet Suburban LS

Gladwin, MI

UnscoredInsufficient · 0
$5,500227,587 mi

Gladwin, MI

2010 Chevrolet Equinox LS

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

2010 Chevrolet Equinox LS

Harrison, MI

Unscored
$5,695216,443 mi

Comparison: 7 similar vehicles

Harrison, MI

2014 Chrysler 200 Limited

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

2014 Chrysler 200 Limited

Houghton Lake, MI

UnscoredInsufficient · 4
$5,820154,025 mi

Comparison: 4 similar vehicles

Houghton Lake, MI

2012 Chevrolet Malibu 1LT

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

2012 Chevrolet Malibu 1LT

Harrison, MI

Unscored
$5,988179,063 mi

Comparison: 26 similar vehicles

Harrison, MI

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Harrison, MI

OverpricedLimited · 13
$5,988186,819 mi

Market: $2,995 – $5,500

Comparison: 13 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Harrison, MI

2010 Chevrolet Equinox 2LT

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

2010 Chevrolet Equinox 2LT

Harrison, MI

Unscored
$5,988219,440 mi

Comparison: 12 similar vehicles

Harrison, MI

2010 Dodge Grand Caravan SE

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

2010 Dodge Grand Caravan SE

Harrison, MI

Unscored
$5,988182,188 mi

Comparison: 9 similar vehicles

Harrison, MI

2006 Chrysler PT Cruiser LIMITED

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

2006 Chrysler PT Cruiser LIMITED

Harrison, MI

UnscoredInsufficient · 0
$5,988131,041 mi

Harrison, MI

2015 Jeep Cherokee Trailhawk

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

2015 Jeep Cherokee Trailhawk

Houghton Lake, MI

Unscored
$5,995209,744 mi

Comparison: 29 similar vehicles

Houghton Lake, MI

2009 Chevrolet Traverse LS

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

2009 Chevrolet Traverse LS

Houghton Lake, MI

UnscoredInsufficient · 4
$5,995152,939 mi

Comparison: 4 similar vehicles

Houghton Lake, MI

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Houghton Lake, MI

UnscoredInsufficient · 0
$5,999156,280 mi

Houghton Lake, MI

2015 Mitsubishi Outlander Sport ES

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

2015 Mitsubishi Outlander Sport ES

Gaylord, MI

Unscored
$6,180125,533 mi

Comparison: 6 similar vehicles

Gaylord, 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

Harrison, MI

OverpricedModerate · 25
$6,359188,957 mi

Market: $1,880 – $3,995

Comparison: 25 similar vehicles

Priced ~59% above the typical market range for similar vehicles (based on current market benchmarks)

Harrison, MI

2011 Chevrolet Malibu LTZ

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

2011 Chevrolet Malibu LTZ

Harrison, MI

Unscored
$6,488219,953 mi

Comparison: 8 similar vehicles

Harrison, MI

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Ossineke, MI

UnscoredInsufficient · 4
$6,495142,567 mi

Comparison: 4 similar vehicles

Ossineke, MI

2017 Chevrolet Traverse 1LT

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

2017 Chevrolet Traverse 1LT

Gladwin, MI

Unscored
$6,500152,738 mi

Comparison: 105 similar vehicles

Gladwin, MI

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Gladwin, MI

Unscored
$6,600171,975 mi

Comparison: 46 similar vehicles

Gladwin, MI

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Ossineke, MI

Unscored
$6,695156,476 mi

Comparison: 5 similar vehicles

Ossineke, 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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