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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 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

18,964 listings found

2004 Saturn VUE Base

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

2004 Saturn VUE Base

Hillsdale, MI

UnscoredLimited · 12
$1,400118,817 mi

Comparison: 12 similar vehicles

Hillsdale, 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

UnscoredLimited · 14
$1,500229,868 mi

Comparison: 14 similar vehicles

Adrian, 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 · 9
$1,600122,895 mi

Comparison: 9 similar vehicles

Adrian, 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 · 10
$1,900218,605 mi

Comparison: 10 similar vehicles

Adrian, MI

2005 Ford Freestyle Limited

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

2005 Ford Freestyle Limited

Fostoria, OH

UnscoredInsufficient · 0
$2,292215,256 mi

Fostoria, OH

2010 Ford Escape XLT

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

2010 Ford Escape XLT

Fort Wayne, IN

UnscoredRobust · 70
$2,499264,203 mi

Comparison: 70 similar vehicles

Fort Wayne, IN

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Adrian, MI

UnscoredLimited · 11
$2,500201,556 mi

Comparison: 11 similar vehicles

Adrian, MI

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Adrian, MI

Salvage title
$2,500138,836 mi

Adrian, MI

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Defiance, OH

UnscoredInsufficient · 3
$2,500325,081 mi

Comparison: 3 similar vehicles

Defiance, OH

2016 Chevrolet Traverse LS

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

2016 Chevrolet Traverse LS

Toledo, OH

UnscoredModerate · 30
$2,995261,504 mi

Comparison: 30 similar vehicles

Toledo, OH

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Perrysburg, OH

UnscoredRobust · 50
$2,999267,304 mi

Comparison: 50 similar vehicles

Perrysburg, OH

2008 Saturn Outlook XE

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

2008 Saturn Outlook XE

Fort Wayne, IN

UnscoredInsufficient · 4
$2,999Mileage not verified

Comparison: 4 similar vehicles

Fort Wayne, IN

2010 Chevrolet Equinox LTZ

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

2010 Chevrolet Equinox LTZ

Paulding, OH

UnscoredModerate · 28
$3,000169,631 mi

Comparison: 28 similar vehicles

Paulding, OH

2014 Subaru XV Crosstrek Limited

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

2014 Subaru XV Crosstrek Limited

Butler, IN

UnscoredModerate · 37
$3,150201,686 mi

Comparison: 37 similar vehicles

Butler, IN

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Adrian, MI

UnscoredLimited · 6
$3,300128,460 mi

Comparison: 6 similar vehicles

Adrian, MI

2004 Acura MDX Touring Package

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

2004 Acura MDX Touring Package

Fort Wayne, IN

UnscoredInsufficient · 0
$3,399Mileage not verified

Fort Wayne, IN

2006 Ford Explorer Eddie Bauer

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

2006 Ford Explorer Eddie Bauer

Perrysburg, OH

UnscoredInsufficient · 3
$3,400224,500 mi

Comparison: 3 similar vehicles

Perrysburg, OH

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

New Haven, IN

UnscoredInsufficient · 3
$3,400210,072 mi

Comparison: 3 similar vehicles

New Haven, IN

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

New Haven, IN

UnscoredLimited · 19
$3,400254,720 mi

Comparison: 19 similar vehicles

New Haven, IN

2013 Ford Escape S

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

2013 Ford Escape S

Fort Wayne, IN

Fair PriceModerate · 32
$3,499Mileage not verified

Market: $2,300 – $8,995

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 118 days listed (based on current market benchmarks)

Fort Wayne, IN

2008 GMC Acadia SLT1

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

2008 GMC Acadia SLT1

Perrysburg, OH

UnscoredInsufficient · 3
$3,499147,650 mi

Comparison: 3 similar vehicles

Perrysburg, OH

2006 Chevrolet Equinox LT

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

2006 Chevrolet Equinox LT

Fort Wayne, IN

Fair PriceModerate · 21
$3,499Mileage not verified

Market: $1,500 – $6,990

Comparison: 21 similar vehicles

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

Fort Wayne, IN

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Paulding, OH

UnscoredRobust · 110
$3,500217,449 mi

Comparison: 110 similar vehicles

Paulding, OH

2010 GMC Acadia SL

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

2010 GMC Acadia SL

Defiance, OH

UnscoredLimited · 7
$3,500156,765 mi

Comparison: 7 similar vehicles

Defiance, OH

2006 Chevrolet Equinox LT

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

2006 Chevrolet Equinox LT

Butler, IN

UnscoredModerate · 20
$3,500200,000 mi

Comparison: 20 similar vehicles

Butler, IN

2006 Honda Pilot EX

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

2006 Honda Pilot EX

Van Wert, OH

UnscoredLimited · 12
$3,500191,836 mi

Comparison: 12 similar vehicles

Van Wert, OH

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Fort Wayne, IN

UnscoredRobust · 56
$3,557178,333 mi

Comparison: 56 similar vehicles

Fort Wayne, IN

2008 Acura MDX Base

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

2008 Acura MDX Base

Fort Wayne, IN

UnscoredLimited · 8
$3,699Mileage not verified

Comparison: 8 similar vehicles

Fort Wayne, IN

2014 Nissan Rogue S

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

2014 Nissan Rogue S

Findlay, OH

UnscoredLimited · 19
$3,728219,386 mi

Comparison: 19 similar vehicles

Findlay, OH

2008 Ford Explorer Limited

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

2008 Ford Explorer Limited

Swanton, OH

UnscoredInsufficient · 3
$3,748324,079 mi

Comparison: 3 similar vehicles

Swanton, OH

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

Fort Wayne, IN

UnscoredModerate · 35
$3,781150,371 mi

Comparison: 35 similar vehicles

Fort Wayne, IN

2004 Cadillac Escalade Base

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

2004 Cadillac Escalade Base

Fort Wayne, IN

UnscoredLimited · 9
$3,788416,767 mi

Comparison: 9 similar vehicles

Fort Wayne, IN

2010 Ford Edge SEL

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

2010 Ford Edge SEL

Fort Wayne, IN

Fair PriceLimited · 19
$3,799Mileage not verified

Market: $2,995 – $8,500

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Fort Wayne, IN

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Adrian, MI

UnscoredLimited · 7
$3,900146,033 mi

Comparison: 7 similar vehicles

Adrian, MI

2008 Honda CR-V LX

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

2008 Honda CR-V LX

Adrian, MI

UnscoredLimited · 17
$3,900277,480 mi

Comparison: 17 similar vehicles

Adrian, MI

2006 BMW X3 3.0i

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

2006 BMW X3 3.0i

New Haven, IN

UnscoredInsufficient · 4
$3,900203,991 mi

Comparison: 4 similar vehicles

New Haven, IN

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Lima, OH

UnscoredModerate · 27
$3,950148,143 mi

Comparison: 27 similar vehicles

Lima, OH

2017 Ford Escape SE

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

2017 Ford Escape SE

Angola, IN

UnscoredModerate · 29
$3,988151,000 mi

Comparison: 29 similar vehicles

Angola, IN

2009 Toyota Highlander Base

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

2009 Toyota Highlander Base

Wapakoneta, OH

UnscoredLimited · 16
$3,991324,124 mi

Comparison: 16 similar vehicles

Wapakoneta, OH

2014 Jeep Compass Limited

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

2014 Jeep Compass Limited

Toledo, OH

UnscoredLimited · 8
$3,995155,707 mi

Comparison: 8 similar vehicles

Toledo, OH

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Toledo, OH

UnscoredRobust · 165
$3,995177,118 mi

Comparison: 165 similar vehicles

Toledo, OH

2010 Chevrolet Equinox 2LT

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

2010 Chevrolet Equinox 2LT

Angola, IN

Fair PriceModerate · 23
$3,995Mileage not verified

Market: $2,995 – $8,979

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Angola, IN

2010 Mercury Mariner Base

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

2010 Mercury Mariner Base

Toledo, OH

UnscoredLimited · 9
$3,995212,128 mi

Comparison: 9 similar vehicles

Toledo, OH

2010 Nissan Xterra SE

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

2010 Nissan Xterra SE

Bowling Green, OH

UnscoredInsufficient · 0
$3,995180,401 mi

Bowling Green, OH

2007 Toyota RAV4 Sport

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

2007 Toyota RAV4 Sport

Bowling Green, OH

UnscoredInsufficient · 3
$3,995400,323 mi

Comparison: 3 similar vehicles

Bowling Green, OH

2006 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Blissfield, MI

UnscoredModerate · 25
$3,995140,017 mi

Comparison: 25 similar vehicles

Blissfield, MI

2004 Chevrolet Blazer LS

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

2004 Chevrolet Blazer LS

Hillsdale, MI

UnscoredInsufficient · 0
$3,997281,023 mi

Hillsdale, MI

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Adrian, MI

UnscoredRobust · 56
$3,998212,276 mi

Comparison: 56 similar vehicles

Adrian, MI

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Fort Wayne, IN

UnscoredLimited · 11
$3,999Mileage not verified

Comparison: 11 similar vehicles

Fort Wayne, IN

2013 Ford Explorer Base

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

2013 Ford Explorer Base

Fort Wayne, IN

UnscoredInsufficient · 3
$3,999Mileage not verified

Comparison: 3 similar vehicles

Fort Wayne, IN

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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