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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

1,803 listings found

2001 Ford Econoline Van Commercial

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

2001 Ford Econoline Van Commercial

Alliance, OH

UnscoredInsufficient · 0
$3,000246,742 mi

Alliance, OH

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Alliance, OH

Unscored
$3,488244,370 mi

Comparison: 26 similar vehicles

Alliance, OH

2014 GMC Terrain Denali

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

2014 GMC Terrain Denali

Alliance, OH

UnscoredInsufficient · 4
$3,588220,658 mi

Comparison: 4 similar vehicles

Alliance, OH

2005 Honda Accord EX

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

2005 Honda Accord EX

Alliance, OH

Unscored
$3,600140,328 mi

Comparison: 6 similar vehicles

Alliance, OH

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Alliance, OH

Unscored
$3,988132,847 mi

Comparison: 8 similar vehicles

Alliance, OH

2013 Scion xB Base

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

2013 Scion xB Base

Alliance, OH

UnscoredInsufficient · 0
$3,988218,630 mi

Alliance, OH

2017 Chevrolet Malibu 1LS

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

2017 Chevrolet Malibu 1LS

Alliance, OH

Unscored
$3,995179,029 mi

Comparison: 8 similar vehicles

Alliance, OH

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Alliance, OH

Unscored
$3,995149,295 mi

Comparison: 12 similar vehicles

Alliance, OH

No Photo

2011 Chevrolet Malibu 1LT

Alliance, OH

Unscored
$4,287227,649 mi

Comparison: 5 similar vehicles

Alliance, OH

2015 Chevrolet Equinox L

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

2015 Chevrolet Equinox L

Alliance, OH

UnscoredInsufficient · 0
$4,500142,530 mi

Alliance, OH

2006 Land Rover LR3 HSE

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

2006 Land Rover LR3 HSE

Alliance, OH

UnscoredInsufficient · 0
$4,500176,855 mi

Alliance, OH

2015 Ford Explorer Sport

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

2015 Ford Explorer Sport

Alliance, OH

Unscored
$4,588187,629 mi

Comparison: 7 similar vehicles

Alliance, OH

2009 Ford Escape XLT

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

2009 Ford Escape XLT

Alliance, OH

Unscored
$4,600149,728 mi

Comparison: 8 similar vehicles

Alliance, OH

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Alliance, OH

UnscoredInsufficient · 4
$4,700122,168 mi

Comparison: 4 similar vehicles

Alliance, OH

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Alliance, OH

Fair PriceModerate · 26
$4,75096,347 mi

Market: $3,488 – $11,967

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Alliance, OH

2013 GMC Yukon XL Denali

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

2013 GMC Yukon XL Denali

Alliance, OH

UnscoredInsufficient · 0
$4,788192,360 mi

Alliance, OH

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Alliance, OH

UnscoredInsufficient · 0
$4,90084,192 mi

Alliance, OH

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Alliance, OH

Unscored
$4,995150,459 mi

Comparison: 7 similar vehicles

Alliance, OH

2015 Ford Escape SE

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

2015 Ford Escape SE

Alliance, OH

Unscored
$4,995155,351 mi

Comparison: 16 similar vehicles

Alliance, OH

2015 Chevrolet Traverse LS

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

2015 Chevrolet Traverse LS

Alliance, OH

Unscored
$4,995158,604 mi

Comparison: 8 similar vehicles

Alliance, OH

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

Alliance, OH

UnscoredInsufficient · 3
$4,995134,267 mi

Comparison: 3 similar vehicles

Alliance, OH

2014 Subaru Forester i Limited

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

2014 Subaru Forester i Limited

Alliance, OH

Unscored
$4,995167,854 mi

Comparison: 7 similar vehicles

Alliance, OH

2013 Kia Sorento LX

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

2013 Kia Sorento LX

Alliance, OH

Unscored
$4,995155,056 mi

Comparison: 8 similar vehicles

Alliance, OH

2012 Cadillac SRX Luxury Collection

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

2012 Cadillac SRX Luxury Collection

Alliance, OH

Unscored
$4,995158,541 mi

Comparison: 6 similar vehicles

Alliance, OH

2011 Jeep Liberty Sport

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

2011 Jeep Liberty Sport

Alliance, OH

Unscored
$4,995136,992 mi

Comparison: 8 similar vehicles

Alliance, OH

2010 Chevrolet Malibu 2LT

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

2010 Chevrolet Malibu 2LT

Alliance, OH

UnscoredInsufficient · 0
$4,99576,741 mi

Alliance, OH

2008 Saturn VUE XR

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

2008 Saturn VUE XR

Alliance, OH

Fair PriceLimited · 10
$4,99596,733 mi

Market: $1,999 – $7,600

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Alliance, OH

2012 Audi Q5 Premium

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

2012 Audi Q5 Premium

Alliance, OH

UnscoredInsufficient · 3
$4,999168,801 mi

Comparison: 3 similar vehicles

Alliance, OH

1984 Chevrolet

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

1984 Chevrolet

Alliance, OH

UnscoredInsufficient · 0
$5,000169,943 mi

Alliance, OH

2014 Buick Enclave Leather

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

2014 Buick Enclave Leather

Alliance, OH

Unscored
$5,343220,624 mi

Comparison: 6 similar vehicles

Alliance, OH

2006 Subaru Forester X

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

2006 Subaru Forester X

Alliance, OH

UnscoredInsufficient · 0
$5,400130,752 mi

Alliance, OH

2014 Ford Fusion SE

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

2014 Ford Fusion SE

Alliance, OH

UnscoredInsufficient · 4
$5,488165,639 mi

Comparison: 4 similar vehicles

Alliance, OH

2013 Ford Fusion SE

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

2013 Ford Fusion SE

Alliance, OH

Unscored
$5,495145,871 mi

Comparison: 20 similar vehicles

Alliance, OH

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Alliance, OH

Unscored
$5,495123,251 mi

Comparison: 18 similar vehicles

Alliance, OH

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Alliance, OH

Unscored
$5,500150,351 mi

Comparison: 6 similar vehicles

Alliance, OH

2013 Ford Escape SE

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

2013 Ford Escape SE

Alliance, OH

Unscored
$5,588135,857 mi

Comparison: 22 similar vehicles

Alliance, OH

2017 Chevrolet Malibu 1LT

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

2017 Chevrolet Malibu 1LT

Alliance, OH

Unscored
$5,600156,126 mi

Comparison: 20 similar vehicles

Alliance, OH

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Alliance, OH

Unscored
$5,600161,452 mi

Comparison: 8 similar vehicles

Alliance, OH

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Alliance, OH

Unscored
$5,600143,142 mi

Comparison: 10 similar vehicles

Alliance, OH

2014 Ford Explorer Base

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

2014 Ford Explorer Base

Alliance, OH

UnscoredInsufficient · 4
$5,600150,636 mi

Comparison: 4 similar vehicles

Alliance, OH

2011 Mercedes-Benz C-Class C300 Luxury

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

2011 Mercedes-Benz C-Class C300 Luxury

Alliance, OH

Unscored
$5,600136,550 mi

Comparison: 8 similar vehicles

Alliance, OH

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Alliance, OH

Unscored
$5,800145,351 mi

Comparison: 45 similar vehicles

Alliance, OH

2005 Mercury Mariner Premier FWD

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

2005 Mercury Mariner Premier FWD

Alliance, OH

UnscoredInsufficient · 0
$5,800138,901 mi

Alliance, OH

2013 GMC Terrain SLE-2

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

2013 GMC Terrain SLE-2

Alliance, OH

UnscoredInsufficient · 4
$5,900140,005 mi

Comparison: 4 similar vehicles

Alliance, OH

2014 Ford Flex SEL

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

2014 Ford Flex SEL

Alliance, OH

UnscoredInsufficient · 3
$5,948200,683 mi

Comparison: 3 similar vehicles

Alliance, OH

2008 Mitsubishi Eclipse SE

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

2008 Mitsubishi Eclipse SE

Alliance, OH

UnscoredInsufficient · 0
$5,99091,078 mi

Alliance, OH

2016 Chevrolet Cruze LT

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

2016 Chevrolet Cruze LT

Alliance, OH

Unscored
$5,995140,668 mi

Comparison: 8 similar vehicles

Alliance, OH

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Alliance, OH

Unscored
$5,995130,490 mi

Comparison: 29 similar vehicles

Alliance, OH

2014 GMC Acadia SLE1

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

2014 GMC Acadia SLE1

Alliance, OH

Unscored
$5,995138,543 mi

Comparison: 7 similar vehicles

Alliance, OH

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Alliance, OH

Unscored
$5,995134,688 mi

Comparison: 9 similar vehicles

Alliance, OH

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.
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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