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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

2,276 listings found

2008 Honda Pilot SPECIAL EDITION

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

2008 Honda Pilot SPECIAL EDITION

Dubois, PA

UnscoredInsufficient · 0
$4,299163,919 mi

Dubois, PA

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

Dubois, PA

UnscoredLimited · 8
$4,599236,244 mi

Comparison: 8 similar vehicles

Dubois, PA

2010 Jeep Compass Sport

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

2010 Jeep Compass Sport

Mahaffey, PA

UnscoredInsufficient · 0
$4,995147,094 mi

Mahaffey, PA

2002 Mercedes-Benz M-Class ML 320

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

2002 Mercedes-Benz M-Class ML 320

Dubois, PA

UnscoredInsufficient · 0
$4,999171,006 mi

Dubois, PA

2014 Jeep Patriot Latitude

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

2014 Jeep Patriot Latitude

Dubois, PA

UnscoredModerate · 42
$5,599165,489 mi

Comparison: 42 similar vehicles

Dubois, PA

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Dubois, PA

UnscoredModerate · 25
$5,699175,127 mi

Comparison: 25 similar vehicles

Dubois, PA

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Ridgway, PA

UnscoredLimited · 12
$5,995190,971 mi

Comparison: 12 similar vehicles

Ridgway, PA

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Penfield, PA

UnscoredLimited · 15
$5,995161,230 mi

Comparison: 15 similar vehicles

Penfield, PA

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Dubois, PA

UnscoredRobust · 50
$6,499198,182 mi

Comparison: 50 similar vehicles

Dubois, PA

2017 Ford Edge Titanium

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

2017 Ford Edge Titanium

Dubois, PA

UnscoredLimited · 18
$6,599242,407 mi

Comparison: 18 similar vehicles

Dubois, PA

2016 Nissan Rogue SL

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

2016 Nissan Rogue SL

Dubois, PA

UnscoredRobust · 166
$6,599291,308 mi

Comparison: 166 similar vehicles

Dubois, PA

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Dubois, PA

UnscoredLimited · 8
$6,599167,045 mi

Comparison: 8 similar vehicles

Dubois, PA

2010 GMC Acadia SL

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

2010 GMC Acadia SL

Dubois, PA

UnscoredInsufficient · 3
$6,599172,147 mi

Comparison: 3 similar vehicles

Dubois, PA

2013 Nissan Pathfinder S

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

2013 Nissan Pathfinder S

Clearfield, PA

UnscoredLimited · 5
$6,800186,000 mi

Comparison: 5 similar vehicles

Clearfield, PA

2017 Ford Escape S

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

2017 Ford Escape S

DuBois, PA

UnscoredModerate · 24
$6,895145,449 mi

Comparison: 24 similar vehicles

DuBois, PA

2012 Jeep Patriot Latitude

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

2012 Jeep Patriot Latitude

Clearfield, PA

Fair PriceModerate · 21
$6,900119,500 mi

Market: $1,600 – $7,995

Comparison: 21 similar vehicles

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

Clearfield, PA

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Penfield, PA

UnscoredRobust · 164
$6,995131,765 mi

Comparison: 164 similar vehicles

Penfield, PA

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

Commodore, PA

UnscoredRobust · 140
$6,995148,000 mi

Comparison: 140 similar vehicles

Commodore, PA

2013 Ford Escape SE

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

2013 Ford Escape SE

DuBois, PA

UnscoredRobust · 97
$6,995120,227 mi

Comparison: 97 similar vehicles

DuBois, PA

2012 Honda Pilot EX-L

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

2012 Honda Pilot EX-L

Dubois, PA

UnscoredModerate · 37
$6,999181,419 mi

Comparison: 37 similar vehicles

Dubois, PA

2011 Volkswagen Tiguan S

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

2011 Volkswagen Tiguan S

Dubois, PA

UnscoredInsufficient · 4
$6,999138,876 mi

Comparison: 4 similar vehicles

Dubois, PA

2008 Honda CR-V EX

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

2008 Honda CR-V EX

DuBois, PA

UnscoredLimited · 16
$7,000123,439 mi

Comparison: 16 similar vehicles

DuBois, PA

2015 Lincoln MKX Base

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

2015 Lincoln MKX Base

Warren, PA

UnscoredLimited · 10
$7,166175,212 mi

Comparison: 10 similar vehicles

Warren, PA

2013 Subaru XV Crosstrek Limited

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

2013 Subaru XV Crosstrek Limited

Warren, PA

UnscoredModerate · 23
$7,263183,367 mi

Comparison: 23 similar vehicles

Warren, PA

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Patton, PA

Fair PriceRobust · 51
$7,40097,502 mi

Market: $1,295 – $15,393

Comparison: 51 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Patton, PA

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Northern Cambria, PA

UnscoredRobust · 66
$7,490139,365 mi

Comparison: 66 similar vehicles

Northern Cambria, PA

2013 Subaru Forester X Limited

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

2013 Subaru Forester X Limited

Seneca, PA

UnscoredLimited · 8
$7,495121,676 mi

Comparison: 8 similar vehicles

Seneca, PA

2015 Jeep Grand Cherokee Laredo E

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

2015 Jeep Grand Cherokee Laredo E

Russell, PA

UnscoredRobust · 53
$7,499120,191 mi

Comparison: 53 similar vehicles

Russell, PA

2017 Nissan Rogue SV

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

2017 Nissan Rogue SV

DuBois, PA

Fair PriceRobust · 247
$7,50092,636 mi

Market: $4,995 – $16,790

Comparison: 247 similar vehicles

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

DuBois, PA

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

Dubois, PA

UnscoredInsufficient · 3
$7,599195,168 mi

Comparison: 3 similar vehicles

Dubois, PA

2014 Subaru Forester i Touring

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

2014 Subaru Forester i Touring

Dubois, PA

UnscoredLimited · 17
$7,599188,974 mi

Comparison: 17 similar vehicles

Dubois, PA

2013 Buick Encore Convenience

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

2013 Buick Encore Convenience

Dubois, PA

UnscoredLimited · 16
$7,599125,237 mi

Comparison: 16 similar vehicles

Dubois, PA

2004 Dodge Durango Limited

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

2004 Dodge Durango Limited

Dubois, PA

UnscoredInsufficient · 0
$7,59987,948 mi

Dubois, PA

2006 Honda Element EX-P

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

2006 Honda Element EX-P

Clearfield, PA

UnscoredInsufficient · 4
$7,600202,000 mi

Comparison: 4 similar vehicles

Clearfield, PA

2019 Ford Escape SEL

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

2019 Ford Escape SEL

Warren, PA

UnscoredRobust · 117
$7,615177,846 mi

Comparison: 117 similar vehicles

Warren, PA

2013 Hyundai Santa Fe Sport

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

2013 Hyundai Santa Fe Sport

DuBois, PA

Fair PriceModerate · 35
$7,844119,990 mi

Market: $5,000 – $9,209

Comparison: 35 similar vehicles

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

DuBois, 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

Youngsville, PA

Fair PriceRobust · 155
$7,895Mileage not verified

Market: $7,500 – $19,999

Comparison: 155 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Youngsville, PA

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

DuBois, PA

UnscoredModerate · 37
$7,895163,579 mi

Comparison: 37 similar vehicles

DuBois, PA

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Penfield, PA

UnscoredInsufficient · 0
$7,9951,253 mi

Penfield, PA

2016 Honda Pilot EX-L

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

2016 Honda Pilot EX-L

Knox, PA

UnscoredLimited · 6
$7,995218,015 mi

Comparison: 6 similar vehicles

Knox, PA

2014 Jeep Cherokee Sport

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

2014 Jeep Cherokee Sport

Clearfield, PA

UnscoredModerate · 30
$7,995167,530 mi

Comparison: 30 similar vehicles

Clearfield, PA

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Morrisdale, PA

Fair PriceRobust · 55
$7,995111,278 mi

Market: $3,995 – $13,995

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Morrisdale, PA

2013 Kia Sportage EX

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

2013 Kia Sportage EX

Penfield, PA

UnscoredInsufficient · 0
$7,995138,643 mi

Penfield, PA

2008 Jeep Wrangler Sahara

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

2008 Jeep Wrangler Sahara

Penfield, PA

UnscoredLimited · 8
$7,995136,790 mi

Comparison: 8 similar vehicles

Penfield, PA

2006 Ford Expedition Eddie Bauer

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

2006 Ford Expedition Eddie Bauer

Morrisdale, PA

UnscoredInsufficient · 0
$7,995110,728 mi

Morrisdale, PA

2016 Jeep Renegade Trailhawk

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

2016 Jeep Renegade Trailhawk

Patton, PA

UnscoredModerate · 28
$7,999149,800 mi

Comparison: 28 similar vehicles

Patton, PA

2014 Ford Escape S

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

2014 Ford Escape S

Warren, PA

UnscoredLimited · 12
$8,100122,664 mi

Comparison: 12 similar vehicles

Warren, PA

2001 Jeep Wrangler SPORT

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

2001 Jeep Wrangler SPORT

Clearfield, PA

UnscoredLimited · 6
$8,200152,500 mi

Comparison: 6 similar vehicles

Clearfield, PA

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Russell, PA

UnscoredRobust · 155
$8,250131,330 mi

Comparison: 155 similar vehicles

Russell, PA

2016 Ford Escape SE

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

2016 Ford Escape SE

Warren, PA

UnscoredInsufficient · 3
$8,389129,969 mi

Comparison: 3 similar vehicles

Warren, 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. 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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