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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 6, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

2,569 listings found

2001 Chrysler 300M Base

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

2001 Chrysler 300M Base

Muncy, PA

UnscoredInsufficient · 0
$2,500265,000 mi

Muncy, PA

2010 Subaru Legacy I Premium

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

2010 Subaru Legacy I Premium

Muncy, PA

Unscored
$4,995229,000 mi

Comparison: 9 similar vehicles

Muncy, PA

2017 Mazda Mazda3 Grand Touring

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

2017 Mazda Mazda3 Grand Touring

Muncy, PA

Unscored
$5,995213,000 mi

Comparison: 33 similar vehicles

Muncy, PA

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Muncy, PA

Unscored
$5,995220,000 mi

Comparison: 141 similar vehicles

Muncy, PA

2012 Chevrolet Impala LS

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

2012 Chevrolet Impala LS

Muncy, PA

UnscoredInsufficient · 0
$5,995119,000 mi

Muncy, PA

2011 Chevrolet Cruze LS

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

2011 Chevrolet Cruze LS

Muncy, PA

Unscored
$5,995167,000 mi

Comparison: 12 similar vehicles

Muncy, PA

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Muncy, PA

Unscored
$5,995156,000 mi

Comparison: 27 similar vehicles

Muncy, PA

2019 Mitsubishi Outlander Sport LE

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

2019 Mitsubishi Outlander Sport LE

Muncy, PA

Unscored
$6,995193,000 mi

Comparison: 21 similar vehicles

Muncy, PA

2016 Chrysler Town & Country Touring

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

2016 Chrysler Town & Country Touring

Muncy, PA

Unscored
$6,995183,000 mi

Comparison: 77 similar vehicles

Muncy, PA

2016 Dodge Grand Caravan SXT

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

2016 Dodge Grand Caravan SXT

Muncy, PA

Unscored
$6,995190,000 mi

Comparison: 30 similar vehicles

Muncy, PA

2014 Jeep Cherokee Sport

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

2014 Jeep Cherokee Sport

Muncy, PA

Unscored
$6,995129,000 mi

Comparison: 31 similar vehicles

Muncy, PA

2014 Subaru Legacy 2.5i Premium

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

2014 Subaru Legacy 2.5i Premium

Muncy, PA

Unscored
$6,995185,000 mi

Comparison: 31 similar vehicles

Muncy, PA

No Photo

2015 Mitsubishi Outlander Sport ES

Muncy, PA

Fair PriceModerate · 47
$7,400105,400 mi

Market: $3,895 – $11,595

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Muncy, PA

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Muncy, PA

UnscoredInsufficient · 0
$7,995167,000 mi

Muncy, PA

2015 Chevrolet Spark 1LT

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

2015 Chevrolet Spark 1LT

Muncy, PA

UnscoredInsufficient · 3
$8,08191,206 mi

Comparison: 3 similar vehicles

Muncy, PA

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Muncy, PA

Unscored
$8,995143,000 mi

Comparison: 5 similar vehicles

Muncy, PA

2016 Cadillac SRX Luxury Collection

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

2016 Cadillac SRX Luxury Collection

Muncy, PA

Unscored
$8,995148,000 mi

Comparison: 23 similar vehicles

Muncy, PA

2017 Volkswagen Tiguan Wolfsburg Edition

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

2017 Volkswagen Tiguan Wolfsburg Edition

Muncy, PA

Fair PriceRobust · 77
$9,990107,901 mi

Market: $6,395 – $16,777

Comparison: 77 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Muncy, PA

2009 Volkswagen New Beetle Base

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

2009 Volkswagen New Beetle Base

Muncy, PA

UnscoredInsufficient · 3
$9,990100,848 mi

Comparison: 3 similar vehicles

Muncy, PA

2017 Subaru Outback Limited

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

2017 Subaru Outback Limited

Muncy, PA

Unscored
$9,995170,000 mi

Comparison: 270 similar vehicles

Muncy, PA

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Muncy, PA

Unscored
$9,995158,000 mi

Comparison: 9 similar vehicles

Muncy, PA

2010 Jeep Wrangler Unlimited Sport

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

2010 Jeep Wrangler Unlimited Sport

Muncy, PA

Unscored
$9,995199,000 mi

Comparison: 22 similar vehicles

Muncy, PA

1990 Cadillac Brougham

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

1990 Cadillac Brougham

Muncy, PA

UnscoredInsufficient · 0
$10,49094,154 mi

Muncy, PA

2010 Jeep Wrangler Rubicon

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

2010 Jeep Wrangler Rubicon

Muncy, PA

UnscoredInsufficient · 0
$11,990130,200 mi

Muncy, PA

2017 Jeep Grand Cherokee Limited

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

2017 Jeep Grand Cherokee Limited

Muncy, PA

Unscored
$11,995147,000 mi

Comparison: 368 similar vehicles

Muncy, PA

2016 Ford Focus SE

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

2016 Ford Focus SE

Muncy, PA

Fair PriceLimited · 17
$12,24055,338 mi

Market: $8,995 – $13,990

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Muncy, PA

2016 Honda HR-V EX-L

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

2016 Honda HR-V EX-L

Muncy, PA

Unscored
$12,740121,733 mi

Comparison: 42 similar vehicles

Muncy, PA

2019 Volkswagen Tiguan SE

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

2019 Volkswagen Tiguan SE

Muncy, PA

Great DealLimited · 11
$12,900112,139 mi

Market: $14,990 – $15,490

Comparison: 11 similar vehicles

Competitively priced ~14% below the typical range compared to similar vehicles · 21 days listed (based on current market benchmarks)

Muncy, PA

2017 Kia Sportage EX

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

2017 Kia Sportage EX

Muncy, PA

Fair PriceRobust · 85
$12,978115,318 mi

Market: $3,800 – $19,432

Comparison: 85 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Muncy, PA

2017 RAM 1500 Rebel

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

2017 RAM 1500 Rebel

Muncy, PA

Unscored
$12,995208,000 mi

Comparison: 18 similar vehicles

Muncy, PA

2016 Jeep Wrangler Unlimited Sport S

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

2016 Jeep Wrangler Unlimited Sport S

Muncy, PA

Unscored
$12,995182,000 mi

Comparison: 8 similar vehicles

Muncy, PA

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Muncy, PA

UnscoredInsufficient · 3
$13,48568,079 mi

Comparison: 3 similar vehicles

Muncy, PA

2017 Nissan Rogue S

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

2017 Nissan Rogue S

Muncy, PA

Fair PriceRobust · 157
$13,48561,782 mi

Market: $3,090 – $17,900

Comparison: 157 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 128 days listed (based on current market benchmarks)

Muncy, PA

2017 Volkswagen Jetta GLI

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

2017 Volkswagen Jetta GLI

Muncy, PA

UnscoredInsufficient · 4
$13,574115,995 mi

Comparison: 4 similar vehicles

Muncy, PA

2015 Honda Accord LX

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

2015 Honda Accord LX

Muncy, PA

Fair PriceRobust · 120
$13,97893,456 mi

Market: $5,999 – $16,780

Comparison: 120 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Muncy, PA

2018 Toyota C-HR XLE

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

2018 Toyota C-HR XLE

Muncy, PA

Fair PriceModerate · 44
$13,988118,849 mi

Market: $9,547 – $17,999

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Muncy, PA

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Muncy, PA

Unscored
$13,995135,000 mi

Comparison: 72 similar vehicles

Muncy, PA

2019 Subaru Impreza Base

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

2019 Subaru Impreza Base

Muncy, PA

Fair PriceRobust · 64
$14,34585,946 mi

Market: $4,900 – $17,998

Comparison: 64 similar vehicles

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

Muncy, PA

2016 Mazda MAZDA6 i Touring

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

2016 Mazda MAZDA6 i Touring

Muncy, PA

Fair PriceModerate · 30
$14,43293,989 mi

Market: $4,995 – $17,900

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Muncy, PA

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

Muncy, PA

Unscored
$14,66887,752 mi

Comparison: 7 similar vehicles

Muncy, PA

2019 Ford Ecosport SE

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

2019 Ford Ecosport SE

Muncy, PA

UnscoredInsufficient · 3
$14,77553,044 mi

Comparison: 3 similar vehicles

Muncy, PA

2019 Hyundai Tucson SE

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

2019 Hyundai Tucson SE

Muncy, PA

Fair PriceRobust · 318
$14,99088,763 mi

Market: $5,900 – $17,998

Comparison: 318 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Muncy, PA

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Muncy, PA

Unscored
$14,995164,000 mi

Comparison: 26 similar vehicles

Muncy, PA

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

Muncy, PA

Unscored
$14,995203,000 mi

Comparison: 12 similar vehicles

Muncy, PA

2017 Subaru Forester Base

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

2017 Subaru Forester Base

Muncy, PA

Fair PriceRobust · 132
$14,99890,467 mi

Market: $6,450 – $19,995

Comparison: 132 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Muncy, PA

2018 Jeep Renegade Altitude Package

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

2018 Jeep Renegade Altitude Package

Muncy, PA

UnscoredInsufficient · 0
$15,09040,485 mi

Muncy, PA

2018 Subaru Forester Premium

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

2018 Subaru Forester Premium

Muncy, PA

Unscored
$15,490123,653 mi

Comparison: 49 similar vehicles

Muncy, PA

2017 Jeep Grand Cherokee Laredo E

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

2017 Jeep Grand Cherokee Laredo E

Muncy, PA

Fair PriceRobust · 57
$15,49067,579 mi

Market: $5,499 – $21,777

Comparison: 57 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Muncy, PA

2017 Ford Focus ST

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

2017 Ford Focus ST

Muncy, PA

Fair PriceLimited · 17
$15,80076,528 mi

Market: $6,995 – $16,990

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Muncy, PA

2021 Hyundai Santa Fe SEL

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

2021 Hyundai Santa Fe SEL

Muncy, PA

Unscored
$15,809101,708 mi

Comparison: 11 similar vehicles

Muncy, 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 recently 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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