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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

8,625 listings found

2003 Buick Century Custom

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

2003 Buick Century Custom

Colorado Springs, CO

UnscoredInsufficient · 0
$1,800259,000 mi

Colorado Springs, 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

No Photo

2008 Hyundai Accent GLS

Grand Junction, CO

UnscoredInsufficient · 0
$1,999180,546 mi

Grand Junction, CO

2008 Ford Focus SE

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

2008 Ford Focus SE

Sterling, CO

UnscoredLimited · 10
$2,171209,461 mi

Comparison: 10 similar vehicles

Sterling, 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

2012 Chevrolet Cruze ECO

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

2012 Chevrolet Cruze ECO

Grand Junction, CO

UnscoredInsufficient · 3
$2,377153,902 mi

Comparison: 3 similar vehicles

Grand Junction, 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 Toyota Corolla CE

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

2005 Toyota Corolla CE

Colorado Springs, CO

UnscoredInsufficient · 0
$2,450291,313 mi

Colorado Springs, CO

2009 Hyundai Accent GLS

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

2009 Hyundai Accent GLS

Grand Junction, CO

UnscoredInsufficient · 0
$2,499162,900 mi

Grand Junction, 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

2005 Volvo S40 2.4i

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

2005 Volvo S40 2.4i

Colorado Springs, CO

UnscoredInsufficient · 0
$2,500130,533 mi

Colorado Springs, 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 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

2001 Honda Civic EX

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

2001 Honda Civic EX

Grand Junction, CO

UnscoredInsufficient · 0
$2,649281,549 mi

Grand Junction, CO

2004 Ford Taurus SES

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

2004 Ford Taurus SES

Sterling, CO

UnscoredInsufficient · 0
$2,795121,825 mi

Sterling, CO

2010 Dodge Charger SXT

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

2010 Dodge Charger SXT

Colorado Springs, CO

UnscoredInsufficient · 0
$2,800191,015 mi

Colorado Springs, 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

2009 Pontiac G6

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

2009 Pontiac G6

Colorado Springs, CO

UnscoredInsufficient · 4
$2,900146,921 mi

Comparison: 4 similar vehicles

Colorado Springs, 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

2010 Volkswagen Jetta Limited Edition

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

2010 Volkswagen Jetta Limited Edition

Colorado Springs, CO

UnscoredInsufficient · 0
$2,977148,404 mi

Colorado Springs, 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

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

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

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

1998 Hyundai Sonata Base

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

1998 Hyundai Sonata Base

Lakewood, CO

UnscoredInsufficient · 0
$2,988108,731 mi

Lakewood, CO

2008 Kia Optima EX

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

2008 Kia Optima EX

Denver, CO

UnscoredInsufficient · 0
$2,995228,182 mi

Denver, CO

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Grand Junction, CO

UnscoredInsufficient · 0
$2,995133,169 mi

Grand Junction, CO

2007 Volkswagen Passat 2.0T

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

2007 Volkswagen Passat 2.0T

Loveland, CO

UnscoredInsufficient · 0
$2,995198,162 mi

Loveland, CO

2003 Toyota Prius Base

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

2003 Toyota Prius Base

Englewood, CO

UnscoredInsufficient · 0
$2,995242,976 mi

Englewood, CO

2015 Kia Rio LX

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

2015 Kia Rio LX

Colorado Springs, CO

UnscoredInsufficient · 0
$2,999193,393 mi

Colorado Springs, CO

2008 Nissan Maxima SE

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

2008 Nissan Maxima SE

Aurora, CO

UnscoredInsufficient · 0
$2,999190,462 mi

Aurora, CO

2004 Buick Century Base

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

2004 Buick Century Base

Aurora, CO

UnscoredInsufficient · 0
$2,999111,164 mi

Aurora, CO

2002 Mitsubishi Galant ES

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

2002 Mitsubishi Galant ES

Aurora, CO

UnscoredInsufficient · 0
$2,999184,181 mi

Aurora, CO

2013 Mazda MAZDA3 i Touring

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

2013 Mazda MAZDA3 i Touring

Longmont, CO

UnscoredInsufficient · 0
$3,000151,024 mi

Longmont, CO

2007 Chevrolet Impala LS

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

2007 Chevrolet Impala LS

Alamosa, CO

UnscoredInsufficient · 0
$3,000111,900 mi

Alamosa, CO

2005 Buick Century Base

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

2005 Buick Century Base

Denver, CO

UnscoredInsufficient · 0
$3,000169,920 mi

Denver, CO

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Grand Junction, CO

UnscoredInsufficient · 0
$3,136156,296 mi

Grand Junction, CO

2006 Mercedes-Benz C-Class C230 Sport

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

2006 Mercedes-Benz C-Class C230 Sport

Wheat Ridge, CO

UnscoredInsufficient · 0
$3,138228,869 mi

Wheat Ridge, CO

2006 Subaru Impreza i

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

2006 Subaru Impreza i

Colorado Springs, CO

UnscoredInsufficient · 4
$3,200295,693 mi

Comparison: 4 similar vehicles

Colorado Springs, CO

2010 Honda Civic LX

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

2010 Honda Civic LX

Peyton, CO

UnscoredInsufficient · 4
$3,249Mileage not verified

Comparison: 4 similar vehicles

Peyton, CO

2009 Honda Civic LX

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

2009 Honda Civic LX

Lakewood, CO

UnscoredInsufficient · 0
$3,300191,263 mi

Lakewood, CO

2011 Chevrolet Impala LTZ

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

2011 Chevrolet Impala LTZ

Englewood, CO

UnscoredInsufficient · 0
$3,397199,000 mi

Englewood, CO

2001 Toyota Camry LE

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

2001 Toyota Camry LE

Evans, CO

UnscoredInsufficient · 0
$3,399294,546 mi

Evans, CO

2006 Toyota Corolla CE

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

2006 Toyota Corolla CE

Colorado Springs, CO

UnscoredInsufficient · 3
$3,400195,704 mi

Comparison: 3 similar vehicles

Colorado Springs, CO

2006 Honda Accord EX

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

2006 Honda Accord EX

Colorado Springs, CO

UnscoredInsufficient · 0
$3,450229,839 mi

Colorado Springs, CO

2004 Honda Accord LX

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

2004 Honda Accord LX

Colorado Springs, CO

UnscoredInsufficient · 0
$3,450Mileage not verified

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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