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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 25, 2026

6M+

Unique vehicles analyzed

as of October 25, 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

701 listings found

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Lakewood, CO

UnscoredInsufficient · 0
$2,800206,265 mi

Lakewood, CO

2005 Nissan Frontier SE

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

2005 Nissan Frontier SE

Wheat Ridge, CO

UnscoredInsufficient · 0
$3,995236,070 mi

Wheat Ridge, CO

2004 Nissan Titan SE

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

2004 Nissan Titan SE

Aurora, CO

UnscoredInsufficient · 0
$3,999248,360 mi

Aurora, CO

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

Fort Collins, CO

UnscoredInsufficient · 0
$4,198215,746 mi

Fort Collins, CO

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

Englewood, CO

UnscoredInsufficient · 0
$4,491205,560 mi

Englewood, CO

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Denver, CO

UnscoredInsufficient · 3
$4,950119,469 mi

Comparison: 3 similar vehicles

Denver, CO

2011 Nissan Titan SV

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

2011 Nissan Titan SV

Grand Junction, CO

UnscoredInsufficient · 0
$4,977124,146 mi

Grand Junction, CO

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Grand Junction, CO

UnscoredInsufficient · 0
$4,977115,469 mi

Grand Junction, CO

2005 Nissan Titan XE

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

2005 Nissan Titan XE

Grand Junction, CO

UnscoredInsufficient · 0
$5,700179,037 mi

Grand Junction, CO

2005 Nissan Titan SE

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

2005 Nissan Titan SE

Longmont, CO

UnscoredInsufficient · 0
$5,900247,168 mi

Longmont, CO

2012 Nissan Frontier PRO-4X

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

2012 Nissan Frontier PRO-4X

Denver, CO

UnscoredInsufficient · 3
$6,000252,529 mi

Comparison: 3 similar vehicles

Denver, CO

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Grand Junction, CO

UnscoredInsufficient · 0
$6,328208,886 mi

Grand Junction, CO

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Thornton, CO

UnscoredLimited · 13
$6,900195,658 mi

Comparison: 13 similar vehicles

Thornton, CO

2007 Nissan Titan LE

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

2007 Nissan Titan LE

Bennett, CO

UnscoredInsufficient · 0
$7,450246,617 mi

Bennett, CO

2011 Nissan Frontier S

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

2011 Nissan Frontier S

Englewood, CO

UnscoredInsufficient · 0
$7,499186,047 mi

Englewood, CO

2006 Nissan Frontier LE

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

2006 Nissan Frontier LE

Denver, CO

UnscoredInsufficient · 0
$7,777124,550 mi

Denver, CO

2001 Nissan Frontier SC

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

2001 Nissan Frontier SC

Fort Collins, CO

UnscoredInsufficient · 0
$7,983109,252 mi

Fort Collins, CO

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Sheridan, CO

UnscoredInsufficient · 0
$7,995180,189 mi

Sheridan, CO

2008 Nissan Titan SE

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

2008 Nissan Titan SE

Durango, CO

UnscoredInsufficient · 0
$8,200139,227 mi

Durango, CO

2011 Nissan Titan S

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

2011 Nissan Titan S

Colorado Springs, CO

UnscoredInsufficient · 0
$9,000131,121 mi

Colorado Springs, CO

2016 Nissan Titan XD Platinum Reserve

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

2016 Nissan Titan XD Platinum Reserve

Montrose, CO

UnscoredInsufficient · 3
$9,399210,891 mi

Comparison: 3 similar vehicles

Montrose, CO

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Bennett, CO

UnscoredInsufficient · 0
$9,495155,140 mi

Bennett, CO

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Grand Junction, CO

UnscoredLimited · 13
$9,699181,363 mi

Comparison: 13 similar vehicles

Grand Junction, CO

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Colorado Springs, CO

UnscoredInsufficient · 0
$9,741174,648 mi

Colorado Springs, CO

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Castle Rock, CO

UnscoredLimited · 14
$9,977143,042 mi

Comparison: 14 similar vehicles

Castle Rock, CO

2021 Nissan Frontier S

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

2021 Nissan Frontier S

Englewood, CO

UnscoredInsufficient · 0
$9,988258,375 mi

Englewood, CO

2017 Nissan Titan SL

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

2017 Nissan Titan SL

Englewood, CO

UnscoredInsufficient · 3
$9,988132,829 mi

Comparison: 3 similar vehicles

Englewood, CO

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Longmont, CO

UnscoredInsufficient · 0
$9,999171,419 mi

Longmont, CO

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Longmont, CO

UnscoredInsufficient · 0
$9,999174,079 mi

Longmont, CO

2001 Nissan Frontier XE

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

2001 Nissan Frontier XE

Lakewood, CO

UnscoredInsufficient · 0
$9,999180,793 mi

Lakewood, CO

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Sheridan, CO

Salvage title
$10,249139,495 mi

Sheridan, CO

2012 Nissan Frontier PRO-4X

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

2012 Nissan Frontier PRO-4X

Longmont, CO

UnscoredInsufficient · 3
$10,495197,269 mi

Comparison: 3 similar vehicles

Longmont, CO

2008 Nissan Titan LE

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

2008 Nissan Titan LE

Denver, CO

UnscoredInsufficient · 0
$10,677116,977 mi

Denver, CO

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Englewood, CO

UnscoredLimited · 7
$10,775182,753 mi

Comparison: 7 similar vehicles

Englewood, CO

2017 Nissan Titan S

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

2017 Nissan Titan S

Montrose, CO

UnscoredInsufficient · 0
$10,900183,748 mi

Montrose, CO

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Wheat Ridge, CO

UnscoredLimited · 7
$10,900163,445 mi

Comparison: 7 similar vehicles

Wheat Ridge, CO

2024 Nissan Frontier S

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

2024 Nissan Frontier S

Denver, CO

UnscoredInsufficient · 0
$10,98069,356 mi

Denver, CO

2013 Nissan Titan SL

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

2013 Nissan Titan SL

Lakewood, CO

UnscoredInsufficient · 0
$10,988223,613 mi

Lakewood, CO

2011 Nissan Frontier PRO-4X

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

2011 Nissan Frontier PRO-4X

Colorado Springs, CO

UnscoredInsufficient · 0
$10,990139,595 mi

Colorado Springs, CO

2016 Nissan Frontier S

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

2016 Nissan Frontier S

Colorado Springs, CO

UnscoredInsufficient · 4
$10,995116,585 mi

Comparison: 4 similar vehicles

Colorado Springs, CO

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Sheridan, CO

UnscoredInsufficient · 4
$10,995172,553 mi

Comparison: 4 similar vehicles

Sheridan, CO

2016 Nissan Frontier S

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

2016 Nissan Frontier S

Canon City, CO

UnscoredInsufficient · 4
$11,000151,354 mi

Comparison: 4 similar vehicles

Canon City, CO

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Sheridan, CO

Salvage title
$11,24998,750 mi

Sheridan, CO

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Colorado Springs, CO

UnscoredLimited · 8
$11,586127,025 mi

Comparison: 8 similar vehicles

Colorado Springs, CO

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Denver, CO

Salvage title
$11,950137,866 mi

Denver, CO

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Denver, CO

Salvage title
$11,950168,734 mi

Denver, CO

2010 Nissan Titan PRO-4X

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

2010 Nissan Titan PRO-4X

Englewood, CO

UnscoredInsufficient · 0
$11,995114,051 mi

Englewood, CO

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Colorado Springs, CO

Salvage title
$11,99970,200 mi

Colorado Springs, CO

2013 Nissan Titan SV

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

2013 Nissan Titan SV

Colorado Springs, CO

UnscoredInsufficient · 0
$11,999146,001 mi

Colorado Springs, CO

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Colorado Springs, CO

UnscoredLimited · 18
$12,335140,264 mi

Comparison: 18 similar vehicles

Colorado Springs, CO

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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