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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

6,827 listings found

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Saginaw, MI

UnscoredLimited · 13
$1,500195,975 mi

Comparison: 13 similar vehicles

Saginaw, MI

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Sandusky, MI

UnscoredLimited · 5
$3,495258,784 mi

Comparison: 5 similar vehicles

Sandusky, MI

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Freeland, MI

UnscoredInsufficient · 3
$3,614185,722 mi

Comparison: 3 similar vehicles

Freeland, MI

2007 Ford Expedition Eddie Bauer

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

2007 Ford Expedition Eddie Bauer

Saginaw, MI

UnscoredInsufficient · 3
$3,768218,921 mi

Comparison: 3 similar vehicles

Saginaw, MI

2011 Chevrolet Suburban LS

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

2011 Chevrolet Suburban LS

Saginaw, MI

UnscoredInsufficient · 0
$3,975209,937 mi

Saginaw, MI

2011 Jeep Patriot Sport

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

2011 Jeep Patriot Sport

Saginaw, MI

UnscoredLimited · 19
$3,995136,636 mi

Comparison: 19 similar vehicles

Saginaw, MI

2010 Buick Enclave CXL-2

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

2010 Buick Enclave CXL-2

Saginaw, MI

UnscoredLimited · 6
$3,995242,723 mi

Comparison: 6 similar vehicles

Saginaw, MI

2009 Chevrolet Suburban LT2

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

2009 Chevrolet Suburban LT2

Saginaw, MI

UnscoredInsufficient · 3
$3,995183,483 mi

Comparison: 3 similar vehicles

Saginaw, MI

2010 Dodge Journey SXT

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

2010 Dodge Journey SXT

Kawkawlin, MI

UnscoredModerate · 37
$3,997177,677 mi

Comparison: 37 similar vehicles

Kawkawlin, MI

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Bad Axe, MI

UnscoredLimited · 16
$4,014213,112 mi

Comparison: 16 similar vehicles

Bad Axe, MI

2010 GMC Acadia SLT1

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

2010 GMC Acadia SLT1

Vassar, MI

UnscoredInsufficient · 4
$4,314193,139 mi

Comparison: 4 similar vehicles

Vassar, MI

2009 Jeep Liberty Sport

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

2009 Jeep Liberty Sport

Caro, MI

UnscoredModerate · 21
$4,495182,715 mi

Comparison: 21 similar vehicles

Caro, MI

2013 Ford Escape SEL

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

2013 Ford Escape SEL

North Branch, MI

UnscoredLimited · 13
$4,695228,000 mi

Comparison: 13 similar vehicles

North Branch, MI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Clio, MI

UnscoredModerate · 25
$4,695164,579 mi

Comparison: 25 similar vehicles

Clio, MI

2008 Dodge Nitro SXT

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

2008 Dodge Nitro SXT

Frankenmuth, MI

UnscoredLimited · 5
$4,764226,510 mi

Comparison: 5 similar vehicles

Frankenmuth, MI

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Saginaw, MI

UnscoredModerate · 21
$4,768178,159 mi

Comparison: 21 similar vehicles

Saginaw, MI

2012 Chevrolet Traverse LS

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

2012 Chevrolet Traverse LS

Saginaw, MI

UnscoredInsufficient · 3
$4,775155,114 mi

Comparison: 3 similar vehicles

Saginaw, MI

2013 Subaru Forester X Premium Package

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

2013 Subaru Forester X Premium Package

Bay City, MI

UnscoredLimited · 5
$4,895146,528 mi

Comparison: 5 similar vehicles

Bay City, 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

Saginaw, MI

Fair PriceModerate · 21
$4,995107,951 mi

Market: $2,999 – $5,499

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 442 days listed (based on current market benchmarks)

Saginaw, MI

2012 Chevrolet Equinox LS

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

2012 Chevrolet Equinox LS

Saginaw, MI

UnscoredModerate · 29
$4,995132,250 mi

Comparison: 29 similar vehicles

Saginaw, MI

2008 Chrysler Aspen Limited

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

2008 Chrysler Aspen Limited

Saginaw, MI

UnscoredInsufficient · 0
$4,995228,002 mi

Saginaw, MI

2011 Ford Escape Limited

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

2011 Ford Escape Limited

Bay City, MI

UnscoredLimited · 16
$4,997143,670 mi

Comparison: 16 similar vehicles

Bay City, MI

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Munger, MI

UnscoredLimited · 6
$4,999122,290 mi

Comparison: 6 similar vehicles

Munger, MI

2013 Subaru Forester X Touring

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

2013 Subaru Forester X Touring

Freeland, MI

UnscoredInsufficient · 3
$5,048185,107 mi

Comparison: 3 similar vehicles

Freeland, MI

2011 Subaru Forester X Premium Package

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

2011 Subaru Forester X Premium Package

Freeland, MI

UnscoredLimited · 6
$5,055234,575 mi

Comparison: 6 similar vehicles

Freeland, MI

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Bad Axe, MI

UnscoredLimited · 6
$5,075176,355 mi

Comparison: 6 similar vehicles

Bad Axe, MI

2014 GMC Acadia SLE2

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

2014 GMC Acadia SLE2

Saginaw, MI

UnscoredLimited · 13
$5,270208,156 mi

Comparison: 13 similar vehicles

Saginaw, MI

2009 Buick Enclave CXL

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

2009 Buick Enclave CXL

Saginaw, MI

UnscoredLimited · 8
$5,274205,701 mi

Comparison: 8 similar vehicles

Saginaw, 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

UnscoredModerate · 33
$5,314206,424 mi

Comparison: 33 similar vehicles

Pinconning, MI

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

North Branch, MI

UnscoredModerate · 48
$5,475186,000 mi

Comparison: 48 similar vehicles

North Branch, MI

2014 Chevrolet Traverse LS

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

2014 Chevrolet Traverse LS

Clio, MI

Fair PriceModerate · 25
$5,49589,536 mi

Market: $4,211 – $9,975

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Clio, MI

2008 Ford Edge SE

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

2008 Ford Edge SE

Birch Run, MI

Fair PriceLimited · 11
$5,714118,486 mi

Market: $2,995 – $5,849

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Birch Run, MI

2007 GMC Yukon Denali

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

2007 GMC Yukon Denali

Saginaw, MI

UnscoredLimited · 8
$5,900217,000 mi

Comparison: 8 similar vehicles

Saginaw, MI

2009 Jeep Grand Cherokee Laredo

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

2009 Jeep Grand Cherokee Laredo

Standish, MI

UnscoredInsufficient · 4
$5,964108,967 mi

Comparison: 4 similar vehicles

Standish, MI

2014 Cadillac Escalade Luxury

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

2014 Cadillac Escalade Luxury

Saginaw, MI

UnscoredInsufficient · 3
$5,975210,024 mi

Comparison: 3 similar vehicles

Saginaw, MI

2014 Nissan Murano SL

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

2014 Nissan Murano SL

Saginaw, MI

UnscoredLimited · 6
$5,995175,379 mi

Comparison: 6 similar vehicles

Saginaw, MI

2013 GMC Yukon XL SLT

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

2013 GMC Yukon XL SLT

Saginaw, MI

UnscoredInsufficient · 4
$5,995249,752 mi

Comparison: 4 similar vehicles

Saginaw, MI

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Sandusky, MI

UnscoredLimited · 5
$5,995159,025 mi

Comparison: 5 similar vehicles

Sandusky, MI

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Bay City, MI

UnscoredInsufficient · 3
$5,997143,785 mi

Comparison: 3 similar vehicles

Bay City, MI

2017 Chevrolet Trax LT

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

2017 Chevrolet Trax LT

Clio, MI

UnscoredRobust · 72
$6,000124,980 mi

Comparison: 72 similar vehicles

Clio, MI

2003 Hyundai Santa Fe LX

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

2003 Hyundai Santa Fe LX

Frankenmuth, MI

UnscoredInsufficient · 0
$6,064120,325 mi

Frankenmuth, MI

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Saginaw, MI

UnscoredModerate · 25
$6,295126,445 mi

Comparison: 25 similar vehicles

Saginaw, MI

2013 GMC Yukon Denali

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

2013 GMC Yukon Denali

Saginaw, MI

UnscoredInsufficient · 3
$6,495237,452 mi

Comparison: 3 similar vehicles

Saginaw, MI

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Bay City, MI

UnscoredInsufficient · 3
$6,497136,416 mi

Comparison: 3 similar vehicles

Bay City, MI

2016 Ford Escape SE

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

2016 Ford Escape SE

Saginaw, MI

UnscoredLimited · 5
$6,500126,000 mi

Comparison: 5 similar vehicles

Saginaw, MI

2014 Jeep Cherokee Limited

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

2014 Jeep Cherokee Limited

Sandusky, MI

UnscoredModerate · 40
$6,500166,906 mi

Comparison: 40 similar vehicles

Sandusky, MI

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Vassar, MI

UnscoredLimited · 19
$6,609148,119 mi

Comparison: 19 similar vehicles

Vassar, MI

2019 Jeep Compass Sport

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

2019 Jeep Compass Sport

Clio, MI

UnscoredLimited · 10
$6,700125,543 mi

Comparison: 10 similar vehicles

Clio, MI

2017 GMC Terrain SLE-2

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

2017 GMC Terrain SLE-2

Birch Run, MI

UnscoredLimited · 8
$6,809140,010 mi

Comparison: 8 similar vehicles

Birch Run, MI

2011 GMC Yukon XL Denali

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

2011 GMC Yukon XL Denali

Clio, MI

UnscoredLimited · 5
$6,850260,000 mi

Comparison: 5 similar vehicles

Clio, 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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