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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 24, 2026

6M+

Unique vehicles analyzed

as of October 24, 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

1,324 listings found

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Chambersburg, PA

UnscoredInsufficient · 0
$5,390153,486 mi

Chambersburg, PA

2006 Nissan Titan SE

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

2006 Nissan Titan SE

Sunbury, PA

UnscoredInsufficient · 0
$5,500147,395 mi

Sunbury, PA

2005 Nissan Titan SE

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

2005 Nissan Titan SE

Mount Pleasant, PA

UnscoredInsufficient · 3
$5,500Mileage not verified

Comparison: 3 similar vehicles

Mount Pleasant, PA

2008 Nissan Titan LE

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

2008 Nissan Titan LE

Chambersburg, PA

UnscoredInsufficient · 0
$5,990141,837 mi

Chambersburg, PA

2006 Nissan Frontier LE

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

2006 Nissan Frontier LE

Plymouth, PA

UnscoredInsufficient · 0
$5,999213,335 mi

Plymouth, PA

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Upper Darby, PA

UnscoredLimited · 11
$6,399228,254 mi

Comparison: 11 similar vehicles

Upper Darby, PA

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Laurys Station, PA

UnscoredInsufficient · 4
$6,650209,425 mi

Comparison: 4 similar vehicles

Laurys Station, PA

2004 Nissan Titan SE

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

2004 Nissan Titan SE

Philadelphia, PA

UnscoredInsufficient · 0
$6,875167,163 mi

Philadelphia, PA

2006 Nissan Titan LE

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

2006 Nissan Titan LE

Philadelphia, PA

UnscoredInsufficient · 3
$6,989122,010 mi

Comparison: 3 similar vehicles

Philadelphia, PA

2006 Nissan Titan SE

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

2006 Nissan Titan SE

Dornsife, PA

UnscoredInsufficient · 0
$6,995215,666 mi

Dornsife, PA

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Uniontown, PA

UnscoredInsufficient · 0
$6,995133,392 mi

Uniontown, PA

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Carlisle, PA

Fair PriceLimited · 10
$7,000104,735 mi

Market: $6,495 – $13,887

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 608 days listed (based on current market benchmarks)

Carlisle, PA

2013 Nissan Titan PRO-4X

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

2013 Nissan Titan PRO-4X

Dover, PA

UnscoredInsufficient · 0
$7,399219,225 mi

Dover, PA

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Windber, PA

UnscoredInsufficient · 4
$7,495138,000 mi

Comparison: 4 similar vehicles

Windber, PA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Lancaster, PA

UnscoredInsufficient · 0
$7,495226,989 mi

Lancaster, PA

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Pen Argyl, PA

UnscoredInsufficient · 4
$7,500155,076 mi

Comparison: 4 similar vehicles

Pen Argyl, PA

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Harrisburg, PA

UnscoredInsufficient · 0
$7,795188,967 mi

Harrisburg, PA

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Lancaster, PA

UnscoredLimited · 10
$7,995284,135 mi

Comparison: 10 similar vehicles

Lancaster, PA

2005 Nissan Titan SE

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

2005 Nissan Titan SE

Manheim, PA

UnscoredInsufficient · 0
$7,999151,576 mi

Manheim, PA

2007 Nissan Frontier XE

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

2007 Nissan Frontier XE

Carlisle, PA

UnscoredInsufficient · 0
$8,350117,570 mi

Carlisle, PA

2012 Nissan Frontier S

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

2012 Nissan Frontier S

Northumberland, PA

UnscoredInsufficient · 4
$8,495141,000 mi

Comparison: 4 similar vehicles

Northumberland, PA

2010 Nissan Titan XE

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

2010 Nissan Titan XE

Scranton, PA

UnscoredInsufficient · 0
$8,595Mileage not verified

Scranton, PA

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Uniontown, PA

UnscoredModerate · 34
$8,995152,443 mi

Comparison: 34 similar vehicles

Uniontown, PA

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Fullerton, PA

UnscoredLimited · 11
$8,995Mileage not verified

Comparison: 11 similar vehicles

Fullerton, PA

2006 Nissan Titan XE

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

2006 Nissan Titan XE

Emmaus, PA

UnscoredInsufficient · 4
$8,998172,684 mi

Comparison: 4 similar vehicles

Emmaus, PA

2005 Nissan Titan LE

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

2005 Nissan Titan LE

Scranton, PA

UnscoredInsufficient · 0
$9,400117,025 mi

Scranton, PA

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Lancaster, PA

UnscoredLimited · 9
$9,500208,571 mi

Comparison: 9 similar vehicles

Lancaster, PA

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Freeport, PA

UnscoredLimited · 5
$9,800124,090 mi

Comparison: 5 similar vehicles

Freeport, PA

2004 Nissan Titan XE

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

2004 Nissan Titan XE

Carlisle, PA

UnscoredInsufficient · 0
$10,000168,327 mi

Carlisle, PA

2011 Nissan Titan PRO-4X

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

2011 Nissan Titan PRO-4X

Danville, PA

UnscoredInsufficient · 0
$10,485157,060 mi

Danville, PA

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Mount Pleasant, PA

Fair PriceRobust · 80
$10,700Mileage not verified

Market: $8,990 – $20,990

Comparison: 80 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 553 days listed (based on current market benchmarks)

Mount Pleasant, PA

2006 Nissan Frontier LE

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

2006 Nissan Frontier LE

Levittown, PA

UnscoredInsufficient · 0
$10,920231,407 mi

Levittown, PA

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Abington, PA

UnscoredLimited · 12
$10,990180,762 mi

Comparison: 12 similar vehicles

Abington, PA

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Mount Wolf, PA

UnscoredLimited · 6
$10,995148,378 mi

Comparison: 6 similar vehicles

Mount Wolf, PA

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Wind Gap, PA

Fair PriceLimited · 10
$10,995112,949 mi

Market: $5,995 – $12,779

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Wind Gap, PA

2007 Nissan Frontier LE

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

2007 Nissan Frontier LE

Penfield, PA

UnscoredInsufficient · 0
$10,995126,853 mi

Penfield, PA

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Hamburg, PA

UnscoredLimited · 8
$10,998168,957 mi

Comparison: 8 similar vehicles

Hamburg, PA

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Croydon, PA

UnscoredModerate · 38
$10,999175,174 mi

Comparison: 38 similar vehicles

Croydon, PA

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Hazleton, PA

UnscoredRobust · 51
$10,999166,757 mi

Comparison: 51 similar vehicles

Hazleton, PA

2012 Nissan Frontier S

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

2012 Nissan Frontier S

New Cumberland, PA

UnscoredInsufficient · 3
$11,272155,336 mi

Comparison: 3 similar vehicles

New Cumberland, PA

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Gettysburg, PA

UnscoredLimited · 10
$11,295177,040 mi

Comparison: 10 similar vehicles

Gettysburg, PA

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Norristown, PA

UnscoredLimited · 5
$11,400168,304 mi

Comparison: 5 similar vehicles

Norristown, PA

2016 Nissan Titan XD SL

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

2016 Nissan Titan XD SL

Laureldale, PA

UnscoredLimited · 5
$11,500175,206 mi

Comparison: 5 similar vehicles

Laureldale, PA

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Brodheadsville, PA

UnscoredLimited · 12
$11,900144,925 mi

Comparison: 12 similar vehicles

Brodheadsville, PA

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Folsom, PA

UnscoredInsufficient · 0
$11,95059,932 mi

Folsom, PA

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

East Stroudsburg, PA

UnscoredInsufficient · 3
$12,280140,295 mi

Comparison: 3 similar vehicles

East Stroudsburg, PA

2015 Nissan Titan PRO-4X

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

2015 Nissan Titan PRO-4X

Altoona, PA

UnscoredInsufficient · 0
$12,450175,576 mi

Altoona, PA

2008 Nissan Frontier Nismo

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

2008 Nissan Frontier Nismo

Johnstown, PA

UnscoredInsufficient · 0
$12,480128,490 mi

Johnstown, PA

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Bensalem, PA

UnscoredRobust · 64
$12,499124,476 mi

Comparison: 64 similar vehicles

Bensalem, PA

2022 Nissan Titan SV

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

2022 Nissan Titan SV

Mount Pleasant, PA

UnscoredInsufficient · 4
$12,500Mileage not verified

Comparison: 4 similar vehicles

Mount Pleasant, 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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