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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

618 listings found

2005 Nissan Titan XE

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

2005 Nissan Titan XE

Kettle Falls, WA

UnscoredInsufficient · 0
$3,900319,351 mi

Kettle Falls, WA

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Lynnwood, WA

UnscoredInsufficient · 3
$3,999206,096 mi

Comparison: 3 similar vehicles

Lynnwood, WA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Lakewood, WA

UnscoredLimited · 6
$4,000217,303 mi

Comparison: 6 similar vehicles

Lakewood, WA

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Tacoma, WA

UnscoredInsufficient · 0
$4,488202,509 mi

Tacoma, WA

2002 Nissan Frontier XE

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

2002 Nissan Frontier XE

Vancouver, WA

Salvage title
$4,995280,114 mi

Vancouver, WA

2010 Nissan Titan XE

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

2010 Nissan Titan XE

Tacoma, WA

UnscoredInsufficient · 0
$4,999200,926 mi

Tacoma, WA

No Photo

2004 Nissan Titan LE

Federal Way, WA

UnscoredInsufficient · 0
$4,999216,277 mi

Federal Way, WA

1997 Nissan Truck XE

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

1997 Nissan Truck XE

Spokane, WA

UnscoredInsufficient · 0
$5,588153,300 mi

Spokane, WA

2014 Nissan Titan S

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

2014 Nissan Titan S

Tacoma, WA

UnscoredInsufficient · 0
$5,700229,440 mi

Tacoma, WA

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Longview, WA

UnscoredInsufficient · 4
$5,850192,000 mi

Comparison: 4 similar vehicles

Longview, WA

2004 Nissan Titan SE

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

2004 Nissan Titan SE

Sedro-Woolley, WA

UnscoredInsufficient · 0
$5,950250,398 mi

Sedro-Woolley, WA

2008 Nissan Frontier XE

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

2008 Nissan Frontier XE

Tacoma, WA

UnscoredInsufficient · 0
$5,988196,680 mi

Tacoma, WA

2005 Nissan Frontier Nismo

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

2005 Nissan Frontier Nismo

Woodinville, WA

UnscoredInsufficient · 0
$5,995228,306 mi

Woodinville, WA

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Ellensburg, WA

UnscoredLimited · 8
$6,499211,319 mi

Comparison: 8 similar vehicles

Ellensburg, WA

2006 Nissan Titan SE

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

2006 Nissan Titan SE

Spanaway, WA

UnscoredInsufficient · 0
$6,499192,621 mi

Spanaway, WA

2004 Nissan Titan SE

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

2004 Nissan Titan SE

Grandview, WA

UnscoredInsufficient · 0
$6,590225,273 mi

Grandview, WA

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Tacoma, WA

UnscoredInsufficient · 0
$6,700169,847 mi

Tacoma, WA

2007 Nissan Frontier XE

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

2007 Nissan Frontier XE

Olympia, WA

UnscoredInsufficient · 3
$6,791142,859 mi

Comparison: 3 similar vehicles

Olympia, WA

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Spokane, WA

UnscoredInsufficient · 0
$6,950212,000 mi

Spokane, WA

2014 Nissan Titan PRO-4X

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

2014 Nissan Titan PRO-4X

Lakewood, WA

UnscoredInsufficient · 0
$6,999368,287 mi

Lakewood, WA

2007 Nissan Titan LE

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

2007 Nissan Titan LE

Lynnwood, WA

UnscoredInsufficient · 0
$6,999221,710 mi

Lynnwood, WA

2005 Nissan Frontier SE

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

2005 Nissan Frontier SE

Tacoma, WA

UnscoredInsufficient · 3
$6,999200,570 mi

Comparison: 3 similar vehicles

Tacoma, WA

2008 Nissan Titan PRO-4X

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

2008 Nissan Titan PRO-4X

Spokane, WA

UnscoredInsufficient · 0
$7,950161,659 mi

Spokane, WA

2008 Nissan Titan XE

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

2008 Nissan Titan XE

Everett, WA

UnscoredInsufficient · 0
$7,991146,785 mi

Everett, WA

2006 Nissan Titan SE

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

2006 Nissan Titan SE

Roy, WA

UnscoredInsufficient · 0
$7,995161,950 mi

Roy, WA

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Vancouver, WA

UnscoredInsufficient · 4
$7,995157,664 mi

Comparison: 4 similar vehicles

Vancouver, WA

2004 Nissan Frontier SC

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

2004 Nissan Frontier SC

Lake Stevens, WA

UnscoredInsufficient · 0
$7,998133,000 mi

Lake Stevens, WA

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Seattle, WA

Salvage title
$7,999145,480 mi

Seattle, WA

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Tacoma, WA

UnscoredInsufficient · 0
$7,999252,822 mi

Tacoma, WA

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Deer Park, WA

UnscoredInsufficient · 4
$8,195193,248 mi

Comparison: 4 similar vehicles

Deer Park, WA

2006 Nissan Frontier XE

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

2006 Nissan Frontier XE

Camas, WA

UnscoredInsufficient · 0
$8,700168,827 mi

Camas, WA

2007 Nissan Titan LE

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

2007 Nissan Titan LE

Olympia, WA

UnscoredInsufficient · 0
$8,800168,978 mi

Olympia, WA

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Everett, WA

UnscoredInsufficient · 3
$8,891156,369 mi

Comparison: 3 similar vehicles

Everett, WA

2014 Nissan Titan SV

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

2014 Nissan Titan SV

Everett, WA

UnscoredInsufficient · 4
$8,995158,055 mi

Comparison: 4 similar vehicles

Everett, WA

2014 Nissan Frontier S

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

2014 Nissan Frontier S

Lynnwood, WA

UnscoredInsufficient · 0
$8,995165,510 mi

Lynnwood, WA

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Tacoma, WA

Salvage title
$8,999168,376 mi

Tacoma, WA

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Spanaway, WA

UnscoredInsufficient · 0
$8,999107,307 mi

Spanaway, WA

2000 Nissan Frontier SE

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

2000 Nissan Frontier SE

Puyallup, WA

UnscoredInsufficient · 0
$9,19583,793 mi

Puyallup, WA

2003 Nissan Frontier SC

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

2003 Nissan Frontier SC

Moses Lake, WA

UnscoredInsufficient · 0
$9,250207,577 mi

Moses Lake, WA

2017 Nissan Titan S

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

2017 Nissan Titan S

Lacey, WA

UnscoredInsufficient · 0
$9,800141,660 mi

Lacey, WA

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Tacoma, WA

Salvage title
$9,800153,738 mi

Tacoma, WA

2007 Nissan Frontier XE

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

2007 Nissan Frontier XE

Seattle, WA

UnscoredInsufficient · 3
$9,880131,352 mi

Comparison: 3 similar vehicles

Seattle, WA

2009 Nissan Frontier XE

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

2009 Nissan Frontier XE

Vancouver, WA

UnscoredInsufficient · 0
$9,950109,789 mi

Vancouver, WA

2017 Nissan Titan SV

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

2017 Nissan Titan SV

Edgewood, WA

Salvage title
$9,951Mileage not verified

Edgewood, WA

2015 Nissan Frontier S

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

2015 Nissan Frontier S

Auburn, WA

UnscoredInsufficient · 0
$9,99562,794 mi

Auburn, WA

2009 Nissan Frontier XE

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

2009 Nissan Frontier XE

Kennewick, WA

UnscoredInsufficient · 0
$9,99587,970 mi

Kennewick, WA

2006 Nissan Frontier LE

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

2006 Nissan Frontier LE

Sedro-Woolley, WA

UnscoredInsufficient · 0
$9,995178,989 mi

Sedro-Woolley, WA

2005 Nissan Titan SE

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

2005 Nissan Titan SE

Pasco, WA

UnscoredInsufficient · 0
$9,995106,609 mi

Pasco, WA

2013 Nissan Titan SV

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

2013 Nissan Titan SV

Spanaway, WA

UnscoredInsufficient · 0
$9,999141,433 mi

Spanaway, WA

2008 Nissan Titan XE

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

2008 Nissan Titan XE

Deer Park, WA

UnscoredInsufficient · 0
$10,195126,775 mi

Deer Park, WA

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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