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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

2001 Chevrolet Suburban Base

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

2001 Chevrolet Suburban Base

Grand Junction, CO

UnscoredInsufficient · 0
$1,948277,432 mi

Grand Junction, CO

2006 Ford Explorer Eddie Bauer

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

2006 Ford Explorer Eddie Bauer

Lakewood, CO

UnscoredInsufficient · 0
$1,988191,865 mi

Lakewood, CO

2004 Ford Expedition XLT

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

2004 Ford Expedition XLT

Colorado Springs, CO

UnscoredInsufficient · 0
$1,999249,370 mi

Colorado Springs, CO

2005 Nissan Armada SE

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

2005 Nissan Armada SE

Colorado Springs, CO

UnscoredInsufficient · 0
$2,000205,620 mi

Colorado Springs, CO

1999 Jeep Grand Cherokee LIMITED

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

1999 Jeep Grand Cherokee LIMITED

Longmont, CO

UnscoredInsufficient · 4
$2,295133,820 mi

Comparison: 4 similar vehicles

Longmont, CO

1999 Lexus RX 300

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

1999 Lexus RX 300

Colorado Springs, CO

UnscoredInsufficient · 0
$2,400269,896 mi

Colorado Springs, CO

2002 BMW X5 Base

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

2002 BMW X5 Base

Fort Collins, CO

UnscoredInsufficient · 0
$2,450Mileage not verified

Fort Collins, CO

2005 Honda Element EX

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

2005 Honda Element EX

Englewood, CO

UnscoredInsufficient · 0
$2,487210,324 mi

Englewood, CO

2008 Hyundai Tucson GLS

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

2008 Hyundai Tucson GLS

Grand Junction, CO

UnscoredInsufficient · 0
$2,499174,423 mi

Grand Junction, CO

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Loveland, CO

UnscoredInsufficient · 0
$2,499200,000 mi

Loveland, CO

No Photo

2006 Ford Freestyle SE

Grand Junction, CO

UnscoredInsufficient · 0
$2,500144,554 mi

Grand Junction, CO

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Aurora, CO

UnscoredInsufficient · 0
$2,500255,901 mi

Aurora, CO

2001 Nissan Pathfinder SE

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

2001 Nissan Pathfinder SE

Aurora, CO

UnscoredInsufficient · 0
$2,500288,890 mi

Aurora, CO

2007 Ford Edge SEL

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

2007 Ford Edge SEL

Yuma, CO

UnscoredInsufficient · 0
$2,596210,484 mi

Yuma, CO

2000 Lexus RX 300

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

2000 Lexus RX 300

Denver, CO

UnscoredInsufficient · 4
$2,599206,857 mi

Comparison: 4 similar vehicles

Denver, CO

2008 Saturn VUE XR

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

2008 Saturn VUE XR

Sterling, CO

UnscoredInsufficient · 0
$2,776225,904 mi

Sterling, CO

2011 Nissan Rogue S

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

2011 Nissan Rogue S

Denver, CO

UnscoredInsufficient · 3
$2,799160,716 mi

Comparison: 3 similar vehicles

Denver, CO

2003 Jeep Liberty LIMITED

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

2003 Jeep Liberty LIMITED

Colorado Springs, CO

UnscoredInsufficient · 0
$2,800250,000 mi

Colorado Springs, CO

1998 Ford Expedition XLT

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

1998 Ford Expedition XLT

Aurora, CO

UnscoredInsufficient · 0
$2,850270,840 mi

Aurora, CO

2011 Ford Explorer Base

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

2011 Ford Explorer Base

Colorado Springs, CO

UnscoredInsufficient · 3
$2,895108,125 mi

Comparison: 3 similar vehicles

Colorado Springs, CO

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Denver, CO

UnscoredInsufficient · 0
$2,898220,047 mi

Denver, CO

2009 Subaru Forester X Premium Package

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

2009 Subaru Forester X Premium Package

Denver, CO

UnscoredInsufficient · 0
$2,900267,998 mi

Denver, CO

2006 Dodge Durango SLT

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

2006 Dodge Durango SLT

Colorado Springs, CO

UnscoredInsufficient · 0
$2,900284,929 mi

Colorado Springs, CO

2013 Subaru Forester X

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

2013 Subaru Forester X

Denver, CO

UnscoredInsufficient · 4
$2,950119,909 mi

Comparison: 4 similar vehicles

Denver, CO

2011 Subaru Forester XT Touring

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

2011 Subaru Forester XT Touring

Wheat Ridge, CO

UnscoredInsufficient · 0
$2,950243,000 mi

Wheat Ridge, CO

2004 INFINITI FX35 Base

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

2004 INFINITI FX35 Base

Wheat Ridge, CO

UnscoredInsufficient · 0
$2,950126,000 mi

Wheat Ridge, CO

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Grand Junction, CO

UnscoredLimited · 7
$2,977185,081 mi

Comparison: 7 similar vehicles

Grand Junction, CO

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Englewood, CO

UnscoredInsufficient · 4
$2,988185,669 mi

Comparison: 4 similar vehicles

Englewood, CO

2006 Chevrolet TrailBlazer LS

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

2006 Chevrolet TrailBlazer LS

Lakewood, CO

UnscoredLimited · 5
$2,988208,668 mi

Comparison: 5 similar vehicles

Lakewood, CO

2006 Volkswagen Touareg 3.2

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

2006 Volkswagen Touareg 3.2

Lakewood, CO

UnscoredInsufficient · 0
$2,988221,023 mi

Lakewood, CO

2004 Volvo XC90 Base

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

2004 Volvo XC90 Base

Lakewood, CO

UnscoredInsufficient · 0
$2,988237,945 mi

Lakewood, CO

2005 Mercury Mariner Luxury 4WD

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

2005 Mercury Mariner Luxury 4WD

Grand Junction, CO

UnscoredInsufficient · 0
$2,993155,096 mi

Grand Junction, CO

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Aurora, CO

UnscoredInsufficient · 3
$2,995299,088 mi

Comparison: 3 similar vehicles

Aurora, CO

2005 Ford Freestyle SEL

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

2005 Ford Freestyle SEL

Aurora, CO

UnscoredInsufficient · 3
$2,999165,601 mi

Comparison: 3 similar vehicles

Aurora, CO

2002 Dodge Durango SPORT

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

2002 Dodge Durango SPORT

Pueblo, CO

UnscoredInsufficient · 0
$2,999232,514 mi

Pueblo, CO

2002 Jeep Liberty LIMITED

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

2002 Jeep Liberty LIMITED

Colorado Springs, CO

UnscoredInsufficient · 0
$2,999262,370 mi

Colorado Springs, CO

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Colorado Springs, CO

UnscoredInsufficient · 4
$3,000250,123 mi

Comparison: 4 similar vehicles

Colorado Springs, CO

2005 Chevrolet Equinox LT

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

2005 Chevrolet Equinox LT

Colorado Springs, CO

UnscoredInsufficient · 0
$3,074151,165 mi

Colorado Springs, CO

2005 Honda CR-V EX

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

2005 Honda CR-V EX

Grand Junction, CO

UnscoredInsufficient · 0
$3,100312,569 mi

Grand Junction, CO

2005 INFINITI QX56 Base

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

2005 INFINITI QX56 Base

Grand Junction, CO

Salvage title
$3,190266,186 mi

Grand Junction, CO

2013 Hyundai Santa Fe GLS

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

2013 Hyundai Santa Fe GLS

Lakewood, CO

UnscoredLimited · 5
$3,200241,000 mi

Comparison: 5 similar vehicles

Lakewood, CO

2003 Nissan Xterra XE

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

2003 Nissan Xterra XE

Denver, CO

UnscoredInsufficient · 0
$3,250135,667 mi

Denver, CO

2009 Honda Pilot EX

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

2009 Honda Pilot EX

Grand Junction, CO

UnscoredInsufficient · 0
$3,377256,927 mi

Grand Junction, CO

2006 Nissan Pathfinder SE

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

2006 Nissan Pathfinder SE

Colorado Springs, CO

UnscoredInsufficient · 0
$3,377204,745 mi

Colorado Springs, CO

2015 Kia Sorento LX

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

2015 Kia Sorento LX

Colorado Springs, CO

UnscoredLimited · 9
$3,383183,752 mi

Comparison: 9 similar vehicles

Colorado Springs, CO

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Westminster, CO

UnscoredLimited · 8
$3,400Mileage not verified

Comparison: 8 similar vehicles

Westminster, CO

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Grand Junction, CO

UnscoredLimited · 7
$3,448203,852 mi

Comparison: 7 similar vehicles

Grand Junction, CO

2008 Mitsubishi Outlander SE

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

2008 Mitsubishi Outlander SE

Colorado Springs, CO

UnscoredInsufficient · 0
$3,450197,598 mi

Colorado Springs, CO

2008 Subaru Forester 2.5 X L.L. Bean Edition

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

2008 Subaru Forester 2.5 X L.L. Bean Edition

Colorado Springs, CO

UnscoredInsufficient · 0
$3,450184,364 mi

Colorado Springs, CO

1998 Nissan Pathfinder XE

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

1998 Nissan Pathfinder XE

Colorado Springs, CO

UnscoredInsufficient · 0
$3,450183,793 mi

Colorado Springs, CO

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 manage their profile, 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, exports, and enhanced merchandising.
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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