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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

593 listings found

2007 Mitsubishi Outlander XLS 4wd

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

2007 Mitsubishi Outlander XLS 4wd

Manheim, PA

UnscoredInsufficient · 0
$1,995226,124 mi

Manheim, PA

2010 Chrysler PT Cruiser Classic

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

2010 Chrysler PT Cruiser Classic

Manheim, PA

UnscoredInsufficient · 0
$2,100141,397 mi

Manheim, PA

2013 Ford Fiesta SE

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

2013 Ford Fiesta SE

Manheim, PA

UnscoredInsufficient · 4
$2,400111,446 mi

Comparison: 4 similar vehicles

Manheim, PA

2006 Dodge Grand Caravan SE

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

2006 Dodge Grand Caravan SE

Manheim, PA

UnscoredInsufficient · 3
$2,500225,106 mi

Comparison: 3 similar vehicles

Manheim, PA

No Photo

2000 Saturn S-Series SL2

Manheim, PA

UnscoredInsufficient · 0
$2,500181,139 mi

Manheim, PA

2015 Chrysler Town & Country Touring-L

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

2015 Chrysler Town & Country Touring-L

Manheim, PA

Unscored
$2,995160,223 mi

Comparison: 34 similar vehicles

Manheim, PA

No Photo

2010 Chevrolet Aveo 1LT

Manheim, PA

UnscoredInsufficient · 0
$2,99565,429 mi

Manheim, PA

No Photo

2004 Hyundai Accent GL

Manheim, PA

UnscoredInsufficient · 0
$2,995138,131 mi

Manheim, PA

No Photo

2003 Buick LeSabre Custom

Manheim, PA

UnscoredInsufficient · 0
$2,995186,524 mi

Manheim, PA

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Manheim, PA

Unscored
$3,500165,956 mi

Comparison: 15 similar vehicles

Manheim, PA

2015 Ford Taurus

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

2015 Ford Taurus

Manheim, PA

UnscoredInsufficient · 0
$3,750192,300 mi

Manheim, PA

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

Manheim, PA

Unscored
$3,900206,410 mi

Comparison: 40 similar vehicles

Manheim, PA

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Manheim, PA

Unscored
$3,950176,600 mi

Comparison: 12 similar vehicles

Manheim, PA

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Manheim, PA

Unscored
$3,950141,700 mi

Comparison: 11 similar vehicles

Manheim, PA

2013 Volkswagen Jetta Base

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

2013 Volkswagen Jetta Base

Manheim, PA

Unscored
$3,995141,349 mi

Comparison: 6 similar vehicles

Manheim, PA

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Manheim, PA

UnscoredInsufficient · 3
$3,995167,968 mi

Comparison: 3 similar vehicles

Manheim, PA

2008 Dodge Caliber SE

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

2008 Dodge Caliber SE

Manheim, PA

UnscoredInsufficient · 0
$3,99582,451 mi

Manheim, PA

2007 Dodge Caliber SXT

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

2007 Dodge Caliber SXT

Manheim, PA

UnscoredInsufficient · 4
$3,995101,842 mi

Comparison: 4 similar vehicles

Manheim, PA

2007 Ford Ranger XL

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

2007 Ford Ranger XL

Manheim, PA

UnscoredInsufficient · 0
$3,995227,687 mi

Manheim, PA

No Photo

2006 Volkswagen New Beetle 2.5

Manheim, PA

UnscoredInsufficient · 4
$3,995207,492 mi

Comparison: 4 similar vehicles

Manheim, PA

1998 Toyota Camry CE

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

1998 Toyota Camry CE

Manheim, PA

UnscoredInsufficient · 0
$3,995191,254 mi

Manheim, PA

2011 Nissan Altima S

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

2011 Nissan Altima S

Manheim, PA

UnscoredInsufficient · 3
$3,999184,624 mi

Comparison: 3 similar vehicles

Manheim, PA

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Manheim, PA

Unscored
$4,800166,271 mi

Comparison: 50 similar vehicles

Manheim, PA

No Photo

2016 Hyundai Accent SE

Manheim, PA

Unscored
$4,995146,320 mi

Comparison: 6 similar vehicles

Manheim, PA

2015 Chrysler 200 Limited

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

2015 Chrysler 200 Limited

Manheim, PA

Unscored
$4,995183,804 mi

Comparison: 16 similar vehicles

Manheim, PA

2014 Buick Encore Leather

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

2014 Buick Encore Leather

Manheim, PA

Unscored
$4,995157,727 mi

Comparison: 22 similar vehicles

Manheim, PA

2011 Dodge Avenger Heat

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

2011 Dodge Avenger Heat

Manheim, PA

UnscoredInsufficient · 0
$4,99589,179 mi

Manheim, PA

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Manheim, PA

UnscoredInsufficient · 0
$4,995127,128 mi

Manheim, PA

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Manheim, PA

UnscoredInsufficient · 4
$4,99586,599 mi

Comparison: 4 similar vehicles

Manheim, PA

No Photo

2003 Toyota Sequoia SR5

Manheim, PA

UnscoredInsufficient · 0
$4,995197,358 mi

Manheim, PA

2003 Toyota Highlander Base

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

2003 Toyota Highlander Base

Manheim, PA

UnscoredInsufficient · 0
$5,499237,088 mi

Manheim, PA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Manheim, PA

Unscored
$5,500122,344 mi

Comparison: 24 similar vehicles

Manheim, PA

2007 Ford Escape XLS

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

2007 Ford Escape XLS

Manheim, PA

Unscored
$5,695121,872 mi

Comparison: 5 similar vehicles

Manheim, PA

2000 Buick LeSabre CUSTOM

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

2000 Buick LeSabre CUSTOM

Manheim, PA

UnscoredInsufficient · 0
$5,695145,068 mi

Manheim, PA

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Manheim, PA

Unscored
$5,99592,742 mi

Comparison: 7 similar vehicles

Manheim, PA

2013 Honda Accord EX-L

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

2013 Honda Accord EX-L

Manheim, PA

Unscored
$5,995224,133 mi

Comparison: 95 similar vehicles

Manheim, PA

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Manheim, PA

UnscoredInsufficient · 4
$5,995102,916 mi

Comparison: 4 similar vehicles

Manheim, PA

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Manheim, PA

Unscored
$5,995148,184 mi

Comparison: 5 similar vehicles

Manheim, PA

2012 Chrysler Town & Country Touring

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

2012 Chrysler Town & Country Touring

Manheim, PA

Unscored
$5,995167,054 mi

Comparison: 5 similar vehicles

Manheim, PA

2012 Toyota Yaris LE

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

2012 Toyota Yaris LE

Manheim, PA

UnscoredInsufficient · 3
$5,995180,474 mi

Comparison: 3 similar vehicles

Manheim, PA

2009 Cadillac CTS 1SB

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

2009 Cadillac CTS 1SB

Manheim, PA

Unscored
$5,99575,121 mi

Comparison: 7 similar vehicles

Manheim, PA

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Manheim, PA

UnscoredInsufficient · 0
$5,99597,626 mi

Manheim, PA

No Photo

2004 Jeep Grand Cherokee Laredo

Manheim, PA

Fair PriceLimited · 12
$5,995110,067 mi

Market: $1,995 – $7,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Manheim, PA

2013 Jeep Grand Cherokee Laredo X

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

2013 Jeep Grand Cherokee Laredo X

Manheim, PA

Unscored
$5,999Mileage not verified

Comparison: 20 similar vehicles

Manheim, PA

2013 Subaru Outback Limited

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

2013 Subaru Outback Limited

Manheim, PA

Unscored
$5,999166,193 mi

Comparison: 7 similar vehicles

Manheim, PA

2012 Mazda MAZDA3 i Touring

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

2012 Mazda MAZDA3 i Touring

Manheim, PA

Unscored
$5,999161,856 mi

Comparison: 5 similar vehicles

Manheim, PA

2016 Kia Sorento LX

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

2016 Kia Sorento LX

Manheim, PA

Unscored
$6,499132,452 mi

Comparison: 122 similar vehicles

Manheim, PA

2011 Volkswagen Tiguan SE

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

2011 Volkswagen Tiguan SE

Manheim, PA

Unscored
$6,584104,110 mi

Comparison: 6 similar vehicles

Manheim, PA

2013 Toyota Camry XLE

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

2013 Toyota Camry XLE

Manheim, PA

Unscored
$6,695232,491 mi

Comparison: 15 similar vehicles

Manheim, PA

2010 Jeep Patriot Latitude

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

2010 Jeep Patriot Latitude

Manheim, PA

UnscoredInsufficient · 3
$6,695109,448 mi

Comparison: 3 similar vehicles

Manheim, PA

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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