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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 16, 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

122 listings found

1997 BMW Z3 ROADSTER

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

1997 BMW Z3 ROADSTER

Farmington, NM

UnscoredInsufficient · 0
$5,900156,482 mi

Farmington, NM

2001 Audi TT Base

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

2001 Audi TT Base

Farmington, NM

UnscoredInsufficient · 0
$6,900115,739 mi

Farmington, NM

2010 MINI Cooper S

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

2010 MINI Cooper S

Alamogordo, NM

UnscoredInsufficient · 0
$6,995123,715 mi

Alamogordo, NM

2007 Pontiac G6 GT

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

2007 Pontiac G6 GT

Moriarty, NM

UnscoredInsufficient · 0
$6,995100,738 mi

Moriarty, NM

2007 Nissan 350Z Roadster Touring

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

2007 Nissan 350Z Roadster Touring

Albuquerque, NM

UnscoredInsufficient · 0
$8,88889,735 mi

Albuquerque, NM

2008 Saturn Sky Roadster

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

2008 Saturn Sky Roadster

Albuquerque, NM

UnscoredInsufficient · 0
$9,53286,245 mi

Albuquerque, NM

2010 Audi A5 Premium

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

2010 Audi A5 Premium

Roswell, NM

UnscoredInsufficient · 0
$9,950108,300 mi

Roswell, NM

2009 Pontiac G6 GT

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

2009 Pontiac G6 GT

Gallup, NM

UnscoredInsufficient · 0
$10,90054,661 mi

Gallup, NM

2003 Mercedes-Benz SL-Class SL500

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

2003 Mercedes-Benz SL-Class SL500

Albuquerque, NM

UnscoredInsufficient · 0
$11,90069,468 mi

Albuquerque, NM

2011 Lexus IS 250

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

2011 Lexus IS 250

Albuquerque, NM

UnscoredInsufficient · 0
$11,995134,101 mi

Albuquerque, NM

2001 BMW Z3 3.0

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

2001 BMW Z3 3.0

Gallup, NM

UnscoredInsufficient · 0
$12,90088,341 mi

Gallup, NM

2005 Chrysler Crossfire Limited

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

2005 Chrysler Crossfire Limited

Albuquerque, NM

UnscoredInsufficient · 0
$12,95046,652 mi

Albuquerque, NM

2002 Lexus SC 430

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

2002 Lexus SC 430

Albuquerque, NM

UnscoredInsufficient · 0
$12,950131,967 mi

Albuquerque, NM

2013 Chevrolet Camaro 1LT

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

2013 Chevrolet Camaro 1LT

Albuquerque, NM

UnscoredInsufficient · 0
$13,075149,811 mi

Albuquerque, NM

2012 Mitsubishi Eclipse Spyder SE

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

2012 Mitsubishi Eclipse Spyder SE

Waterflow, NM

UnscoredInsufficient · 0
$13,50099,285 mi

Waterflow, NM

2010 BMW Z4 sDrive30i

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

2010 BMW Z4 sDrive30i

Albuquerque, NM

UnscoredInsufficient · 0
$13,794129,520 mi

Albuquerque, NM

2015 Ford Mustang EcoBoost Premium

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

2015 Ford Mustang EcoBoost Premium

Albuquerque, NM

UnscoredInsufficient · 0
$13,950117,227 mi

Albuquerque, NM

2014 BMW 4 Series 435i

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

2014 BMW 4 Series 435i

Albuquerque, NM

UnscoredInsufficient · 0
$13,995102,658 mi

Albuquerque, NM

2017 Ford Mustang EcoBoost Premium

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

2017 Ford Mustang EcoBoost Premium

Albuquerque, NM

UnscoredInsufficient · 4
$13,999136,064 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Las Cruces, NM

UnscoredInsufficient · 0
$14,32679,763 mi

Las Cruces, NM

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Albuquerque, NM

UnscoredInsufficient · 4
$14,950111,034 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2015 MINI Cooper S

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

2015 MINI Cooper S

Santa Fe, NM

UnscoredLimited · 9
$14,99861,486 mi

Comparison: 9 similar vehicles

Santa Fe, NM

2012 Ford Mustang V6 Premium

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

2012 Ford Mustang V6 Premium

Gallup, NM

UnscoredInsufficient · 0
$14,999141,662 mi

Gallup, NM

2010 Lexus IS 250

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

2010 Lexus IS 250

Albuquerque, NM

UnscoredLimited · 8
$15,20087,865 mi

Comparison: 8 similar vehicles

Albuquerque, NM

2011 Lexus IS 350

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

2011 Lexus IS 350

Albuquerque, NM

UnscoredInsufficient · 0
$15,995111,614 mi

Albuquerque, NM

2005 Ford Mustang Premium

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

2005 Ford Mustang Premium

Farmington, NM

UnscoredInsufficient · 0
$16,00038,375 mi

Farmington, NM

2011 Mazda MX-5 Miata Grand Touring Hard Top

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

2011 Mazda MX-5 Miata Grand Touring Hard Top

Hobbs, NM

UnscoredInsufficient · 0
$16,28466,403 mi

Hobbs, NM

2012 Mercedes-Benz SLK-Class SLK350

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

2012 Mercedes-Benz SLK-Class SLK350

Las Cruces, NM

UnscoredInsufficient · 0
$16,40092,538 mi

Las Cruces, NM

2015 Chevrolet Camaro 1LT

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

2015 Chevrolet Camaro 1LT

Las Cruces, NM

UnscoredInsufficient · 3
$16,999100,592 mi

Comparison: 3 similar vehicles

Las Cruces, NM

2002 Chevrolet Corvette Base

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

2002 Chevrolet Corvette Base

Las Cruces, NM

UnscoredInsufficient · 0
$16,999103,829 mi

Las Cruces, NM

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Albuquerque, NM

UnscoredInsufficient · 0
$17,49585,557 mi

Albuquerque, NM

2017 FIAT 124 Spider Classica

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

2017 FIAT 124 Spider Classica

Albuquerque, NM

UnscoredInsufficient · 0
$17,99825,074 mi

Albuquerque, NM

2001 Chevrolet Corvette Base

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

2001 Chevrolet Corvette Base

Roswell, NM

UnscoredInsufficient · 0
$18,21568,065 mi

Roswell, NM

2017 Mazda MX-5 Miata RF Club

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

2017 Mazda MX-5 Miata RF Club

Silver City, NM

UnscoredInsufficient · 0
$18,59485,265 mi

Silver City, NM

2016 BMW 2 Series 228i

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

2016 BMW 2 Series 228i

Albuquerque, NM

UnscoredInsufficient · 0
$18,99860,582 mi

Albuquerque, NM

2017 Chevrolet Camaro 1SS

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

2017 Chevrolet Camaro 1SS

Texico, NM

UnscoredInsufficient · 0
$19,500105,444 mi

Texico, NM

2015 Mercedes-Benz SLK-Class SLK250

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

2015 Mercedes-Benz SLK-Class SLK250

Albuquerque, NM

UnscoredInsufficient · 0
$19,52955,752 mi

Albuquerque, NM

2013 Chevrolet Camaro 2SS

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

2013 Chevrolet Camaro 2SS

Albuquerque, NM

UnscoredInsufficient · 0
$20,30073,351 mi

Albuquerque, NM

2020 BMW 2 Series 230i

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

2020 BMW 2 Series 230i

Albuquerque, NM

UnscoredInsufficient · 0
$21,49967,338 mi

Albuquerque, NM

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Albuquerque, NM

UnscoredInsufficient · 0
$21,85068,650 mi

Albuquerque, NM

2014 Volkswagen Beetle 2.5

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

2014 Volkswagen Beetle 2.5

Albuquerque, NM

UnscoredInsufficient · 0
$21,99830,632 mi

Albuquerque, NM

2015 Ford Mustang GT Premium

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

2015 Ford Mustang GT Premium

Farmington, NM

UnscoredInsufficient · 0
$22,05193,940 mi

Farmington, NM

2013 Ford Mustang GT Premium

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

2013 Ford Mustang GT Premium

Rio Rancho, NM

UnscoredInsufficient · 0
$22,68572,065 mi

Rio Rancho, NM

2019 Ford Mustang GT Premium

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

2019 Ford Mustang GT Premium

Albuquerque, NM

UnscoredInsufficient · 4
$22,794115,051 mi

Comparison: 4 similar vehicles

Albuquerque, NM

2015 INFINITI Q60 Convertible Base

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

2015 INFINITI Q60 Convertible Base

Albuquerque, NM

UnscoredInsufficient · 0
$22,84045,257 mi

Albuquerque, NM

2023 Ford Mustang EcoBoost

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

2023 Ford Mustang EcoBoost

Farmington, NM

UnscoredInsufficient · 0
$22,84953,087 mi

Farmington, NM

2002 Ford Thunderbird Deluxe

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

2002 Ford Thunderbird Deluxe

Santa Fe, NM

UnscoredInsufficient · 0
$22,99523,375 mi

Santa Fe, NM

2021 MINI Convertible Base

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

2021 MINI Convertible Base

Santa Fe, NM

UnscoredInsufficient · 0
$22,99837,215 mi

Santa Fe, NM

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Albuquerque, NM

UnscoredInsufficient · 0
$23,75056,988 mi

Albuquerque, NM

2018 Volkswagen Beetle S

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

2018 Volkswagen Beetle S

Albuquerque, NM

UnscoredInsufficient · 0
$24,50047,031 mi

Albuquerque, NM

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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