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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 15, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

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

1996 Land Rover Discovery

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

1996 Land Rover Discovery

Longmont, CO

UnscoredInsufficient · 0
$1,700225,143 mi

Longmont, 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

2005 Honda Civic LX

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

2005 Honda Civic LX

Englewood, CO

UnscoredInsufficient · 0
$1,988253,131 mi

Englewood, CO

1992 Ford F-150

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

1992 Ford F-150

Denver, CO

UnscoredInsufficient · 0
$2,000188,469 mi

Denver, CO

2007 Chrysler Sebring Base

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

2007 Chrysler Sebring Base

Aurora, CO

UnscoredInsufficient · 0
$2,200208,530 mi

Aurora, CO

2006 Acura TSX Base

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

2006 Acura TSX Base

Denver, CO

UnscoredInsufficient · 0
$2,250178,859 mi

Denver, 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 Honda Accord EX

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

1999 Honda Accord EX

Longmont, CO

UnscoredInsufficient · 0
$2,331289,490 mi

Longmont, CO

1999 Toyota Camry LE

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

1999 Toyota Camry LE

Denver, CO

UnscoredInsufficient · 0
$2,400292,172 mi

Denver, CO

2005 Subaru Outback R L.L. Bean

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

2005 Subaru Outback R L.L. Bean

Denver, CO

UnscoredInsufficient · 0
$2,495249,714 mi

Denver, 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

1998 Subaru Legacy DQ

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

1998 Subaru Legacy DQ

Loveland, CO

UnscoredInsufficient · 0
$2,499192,218 mi

Loveland, CO

2012 INFINITI G Sedan 25x

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

2012 INFINITI G Sedan 25x

Denver, CO

UnscoredInsufficient · 0
$2,500251,961 mi

Denver, CO

2009 Nissan Murano S

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

2009 Nissan Murano S

Aurora, CO

UnscoredLimited · 5
$2,500165,705 mi

Comparison: 5 similar vehicles

Aurora, CO

2005 Chevrolet Suburban LS

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

2005 Chevrolet Suburban LS

Aurora, CO

UnscoredInsufficient · 0
$2,500248,555 mi

Aurora, 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

2002 Saturn S-Series SL2

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

2002 Saturn S-Series SL2

Aurora, CO

UnscoredInsufficient · 0
$2,500174,275 mi

Aurora, CO

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Englewood, CO

UnscoredLimited · 5
$2,500148,359 mi

Comparison: 5 similar vehicles

Englewood, 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

2001 Volkswagen Passat GLX

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

2001 Volkswagen Passat GLX

Golden, CO

UnscoredInsufficient · 0
$2,500187,226 mi

Golden, CO

1992 Oldsmobile 98

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

1992 Oldsmobile 98

Denver, CO

UnscoredInsufficient · 0
$2,500104,294 mi

Denver, 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 · 0
$2,599206,857 mi

Denver, CO

2013 Nissan cube S

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

2013 Nissan cube S

Denver, CO

UnscoredInsufficient · 0
$2,600106,406 mi

Denver, 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

2002 Nissan Maxima SE

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

2002 Nissan Maxima SE

Fort Lupton, CO

UnscoredInsufficient · 0
$2,800165,212 mi

Fort Lupton, 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 · 3
$2,850270,840 mi

Comparison: 3 similar vehicles

Aurora, 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

2013 Ford Fiesta S

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

2013 Ford Fiesta S

Denver, CO

UnscoredInsufficient · 0
$2,900117,406 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

2005 Chrysler PT Cruiser Base

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

2005 Chrysler PT Cruiser Base

Denver, CO

UnscoredInsufficient · 0
$2,900195,637 mi

Denver, CO

2002 Toyota Prius Base

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

2002 Toyota Prius Base

Denver, CO

UnscoredInsufficient · 0
$2,900239,939 mi

Denver, CO

2001 Volvo S80 Base

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

2001 Volvo S80 Base

Aurora, CO

UnscoredInsufficient · 0
$2,900143,672 mi

Aurora, 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 Dodge Grand Caravan Crew

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

2011 Dodge Grand Caravan Crew

Wheat Ridge, CO

UnscoredInsufficient · 0
$2,950161,000 mi

Wheat Ridge, 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

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Englewood, CO

UnscoredInsufficient · 3
$2,988159,791 mi

Comparison: 3 similar vehicles

Englewood, 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 · 3
$2,988185,669 mi

Comparison: 3 similar vehicles

Englewood, CO

2007 Chrysler Sebring Touring

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

2007 Chrysler Sebring Touring

Lakewood, CO

UnscoredInsufficient · 0
$2,988202,254 mi

Lakewood, 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 Toyota Corolla S

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

2006 Toyota Corolla S

Englewood, CO

UnscoredInsufficient · 0
$2,988231,653 mi

Englewood, 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

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
$2,988210,324 mi

Englewood, CO

No Photo

2004 Ford Taurus SES

Lakewood, CO

UnscoredLimited · 9
$2,988191,921 mi

Comparison: 9 similar vehicles

Lakewood, CO

2004 Hyundai XG350 L

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

2004 Hyundai XG350 L

Lakewood, CO

UnscoredInsufficient · 0
$2,988Mileage not verified

Lakewood, CO

2004 Mercedes-Benz C-Class C240 4Matic

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

2004 Mercedes-Benz C-Class C240 4Matic

Lakewood, CO

UnscoredInsufficient · 0
$2,988181,639 mi

Lakewood, CO

2004 Volkswagen Passat GLS

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

2004 Volkswagen Passat GLS

Lakewood, CO

UnscoredInsufficient · 0
$2,988165,512 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

2002 Buick LeSabre Limited

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

2002 Buick LeSabre Limited

Lakewood, CO

UnscoredInsufficient · 0
$2,988216,455 mi

Lakewood, CO

2002 Buick Regal LS

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

2002 Buick Regal LS

Lakewood, CO

UnscoredInsufficient · 0
$2,988174,866 mi

Lakewood, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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