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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2014 Ford Escape Titanium

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

2014 Ford Escape Titanium

Madison Heights, MI

UnscoredModerate · 34
$1,250169,000 mi

Comparison: 34 similar vehicles

Madison Heights, MI

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Madison Heights, MI

UnscoredInsufficient · 0
$1,49957,696 mi

Madison Heights, MI

2005 Toyota RAV4 Base

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

2005 Toyota RAV4 Base

Madison Heights, MI

UnscoredInsufficient · 3
$1,499233,500 mi

Comparison: 3 similar vehicles

Madison Heights, MI

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 · 19
$1,500195,975 mi

Comparison: 19 similar vehicles

Saginaw, MI

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Adrian, MI

Fair PriceModerate · 21
$1,500229,868 mi

Market: $1,500 – $9,900

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Adrian, MI

2009 Chevrolet Traverse 1LT

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

2009 Chevrolet Traverse 1LT

Grandville, MI

Fair PriceLimited · 14
$1,500227,466 mi

Market: $1,500 – $8,952

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Grandville, MI

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Adrian, MI

UnscoredLimited · 13
$1,600122,895 mi

Comparison: 13 similar vehicles

Adrian, MI

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Madison Heights, MI

UnscoredLimited · 12
$1,699Mileage not verified

Comparison: 12 similar vehicles

Madison Heights, MI

2009 Mercury Mariner Base

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

2009 Mercury Mariner Base

Cadillac, MI

UnscoredInsufficient · 0
$1,790205,814 mi

Cadillac, MI

2010 Jeep Patriot Latitude

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

2010 Jeep Patriot Latitude

Davison, MI

UnscoredInsufficient · 3
$1,795195,442 mi

Comparison: 3 similar vehicles

Davison, MI

2003 Mazda Tribute LX

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

2003 Mazda Tribute LX

Carleton, MI

UnscoredInsufficient · 0
$1,795193,113 mi

Carleton, MI

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Kalkaska, MI

UnscoredLimited · 7
$1,890251,035 mi

Comparison: 7 similar vehicles

Kalkaska, MI

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Mount Morris, MI

UnscoredRobust · 51
$1,899225,486 mi

Comparison: 51 similar vehicles

Mount Morris, MI

2011 Ford Edge SE

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

2011 Ford Edge SE

Adrian, MI

UnscoredLimited · 11
$1,900218,605 mi

Comparison: 11 similar vehicles

Adrian, MI

2008 Nissan Pathfinder SE

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

2008 Nissan Pathfinder SE

Ann Arbor, MI

UnscoredInsufficient · 3
$1,900277,446 mi

Comparison: 3 similar vehicles

Ann Arbor, MI

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Davison, MI

UnscoredLimited · 9
$1,901174,753 mi

Comparison: 9 similar vehicles

Davison, MI

2011 Chevrolet Equinox 1LT

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

2011 Chevrolet Equinox 1LT

Davison, MI

UnscoredInsufficient · 3
$1,901210,604 mi

Comparison: 3 similar vehicles

Davison, MI

2010 Mercury Mariner Premier

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

2010 Mercury Mariner Premier

Cadillac, MI

UnscoredInsufficient · 4
$1,990203,756 mi

Comparison: 4 similar vehicles

Cadillac, MI

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Cadillac, MI

UnscoredLimited · 10
$1,990167,763 mi

Comparison: 10 similar vehicles

Cadillac, MI

2012 Ford Edge SEL

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

2012 Ford Edge SEL

River Rouge, MI

UnscoredInsufficient · 4
$1,995258,289 mi

Comparison: 4 similar vehicles

River Rouge, MI

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 · 11
$1,995229,616 mi

Comparison: 11 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 · 24
$1,995333,779 mi

Comparison: 24 similar vehicles

Howard City, MI

2010 Ford Edge SE

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

2010 Ford Edge SE

Chesaning, MI

UnscoredInsufficient · 3
$1,995200,155 mi

Comparison: 3 similar vehicles

Chesaning, MI

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Chesaning, MI

Fair PriceLimited · 11
$1,995199,866 mi

Market: $1,699 – $8,202

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 250 days listed (based on current market benchmarks)

Chesaning, MI

2009 Ford Edge Limited

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

2009 Ford Edge Limited

Warren, MI

UnscoredLimited · 8
$1,995284,388 mi

Comparison: 8 similar vehicles

Warren, MI

2009 Ford Edge Limited

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

2009 Ford Edge Limited

River Rouge, MI

UnscoredLimited · 9
$1,995255,000 mi

Comparison: 9 similar vehicles

River Rouge, MI

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Carleton, MI

UnscoredInsufficient · 4
$1,995186,987 mi

Comparison: 4 similar vehicles

Carleton, MI

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Carleton, MI

UnscoredInsufficient · 4
$1,995199,486 mi

Comparison: 4 similar vehicles

Carleton, MI

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Howard City, MI

UnscoredLimited · 6
$1,995202,315 mi

Comparison: 6 similar vehicles

Howard City, MI

2003 Ford Explorer NBX

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

2003 Ford Explorer NBX

Flat Rock, MI

UnscoredInsufficient · 0
$1,995161,000 mi

Flat Rock, MI

2013 Ford Escape SE

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

2013 Ford Escape SE

Madison Heights, MI

UnscoredModerate · 37
$1,999198,000 mi

Comparison: 37 similar vehicles

Madison Heights, MI

2011 Chevrolet Equinox 2LT

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

2011 Chevrolet Equinox 2LT

City of the Village of Clarkston, MI

UnscoredLimited · 17
$1,999220,000 mi

Comparison: 17 similar vehicles

City of the Village of Clarkston, MI

2008 Saturn VUE XR

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

2008 Saturn VUE XR

Madison Heights, MI

UnscoredInsufficient · 3
$1,999217,000 mi

Comparison: 3 similar vehicles

Madison Heights, MI

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Madison Heights, MI

UnscoredLimited · 8
$1,999177,000 mi

Comparison: 8 similar vehicles

Madison Heights, MI

2008 Saturn Outlook XR

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

2008 Saturn Outlook XR

Fenton, MI

UnscoredInsufficient · 0
$2,000179,762 mi

Fenton, MI

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Cadillac, MI

UnscoredLimited · 6
$2,000239,765 mi

Comparison: 6 similar vehicles

Cadillac, MI

2005 Subaru Forester X

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

2005 Subaru Forester X

Dearborn, MI

UnscoredInsufficient · 0
$2,080239,119 mi

Dearborn, MI

2016 Ford Escape S

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

2016 Ford Escape S

Novi, MI

UnscoredLimited · 7
$2,180199,470 mi

Comparison: 7 similar vehicles

Novi, MI

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

River Rouge, MI

UnscoredLimited · 11
$2,195208,624 mi

Comparison: 11 similar vehicles

River Rouge, MI

2002 Chevrolet TrailBlazer LS

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

2002 Chevrolet TrailBlazer LS

Grand Rapids, MI

UnscoredLimited · 6
$2,200209,794 mi

Comparison: 6 similar vehicles

Grand Rapids, MI

2014 Ford Explorer Limited

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

2014 Ford Explorer Limited

Detroit, MI

UnscoredInsufficient · 4
$2,220243,889 mi

Comparison: 4 similar vehicles

Detroit, MI

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Roseville, MI

UnscoredLimited · 15
$2,250234,789 mi

Comparison: 15 similar vehicles

Roseville, MI

2011 Jeep Compass Base

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

2011 Jeep Compass Base

Ferndale, MI

UnscoredInsufficient · 4
$2,275174,486 mi

Comparison: 4 similar vehicles

Ferndale, MI

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Ann Arbor, MI

UnscoredRobust · 58
$2,275156,804 mi

Comparison: 58 similar vehicles

Ann Arbor, MI

2009 Lincoln MKX Base

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

2009 Lincoln MKX Base

Washington, MI

UnscoredInsufficient · 3
$2,275218,403 mi

Comparison: 3 similar vehicles

Washington, MI

2010 Chevrolet Equinox 1LT

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

2010 Chevrolet Equinox 1LT

Chesaning, MI

UnscoredModerate · 44
$2,295200,382 mi

Comparison: 44 similar vehicles

Chesaning, MI

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Howell, MI

UnscoredLimited · 6
$2,300172,977 mi

Comparison: 6 similar vehicles

Howell, MI

2015 Ford Escape SE

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

2015 Ford Escape SE

Rochester Hills, MI

UnscoredModerate · 24
$2,303217,929 mi

Comparison: 24 similar vehicles

Rochester Hills, MI

2010 Chevrolet Traverse LS

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

2010 Chevrolet Traverse LS

Flint, MI

UnscoredInsufficient · 3
$2,309262,166 mi

Comparison: 3 similar vehicles

Flint, MI

2008 Buick Enclave CXL

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

2008 Buick Enclave CXL

Flint Township, MI

UnscoredLimited · 12
$2,309220,804 mi

Comparison: 12 similar vehicles

Flint Township, MI

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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 manage their profile, 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, exports, and enhanced merchandising.
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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