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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

168 listings found

2008 Mitsubishi Eclipse Spyder GT

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

2008 Mitsubishi Eclipse Spyder GT

Hilo, HI

UnscoredInsufficient · 0
$4,990117,845 mi

Hilo, HI

2002 Mercedes-Benz CLK-Class CLK320

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

2002 Mercedes-Benz CLK-Class CLK320

Honolulu, HI

UnscoredInsufficient · 0
$4,995167,048 mi

Honolulu, HI

2000 Porsche Boxster Base

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

2000 Porsche Boxster Base

Wahiawa, HI

UnscoredInsufficient · 0
$5,495168,878 mi

Wahiawa, HI

2004 BMW 6 Series 645CiC

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

2004 BMW 6 Series 645CiC

Honolulu, HI

UnscoredInsufficient · 0
$7,49959,790 mi

Honolulu, HI

2005 Mercedes-Benz SL-Class SL500

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

2005 Mercedes-Benz SL-Class SL500

Honolulu, HI

UnscoredInsufficient · 0
$7,90079,000 mi

Honolulu, HI

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Honolulu, HI

UnscoredInsufficient · 0
$7,995167,184 mi

Honolulu, HI

2001 Chevrolet Camaro Base

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

2001 Chevrolet Camaro Base

Kailua-Kona, HI

UnscoredInsufficient · 0
$7,99558,374 mi

Kailua-Kona, HI

2003 Porsche Boxster S

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

2003 Porsche Boxster S

Honolulu, HI

UnscoredInsufficient · 0
$8,69057,807 mi

Honolulu, HI

2005 Ford Mustang GT Premium

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

2005 Ford Mustang GT Premium

Honolulu, HI

UnscoredInsufficient · 0
$8,900169,108 mi

Honolulu, HI

2017 MINI Cooper Base

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

2017 MINI Cooper Base

Hilo, HI

UnscoredInsufficient · 0
$8,995128,239 mi

Hilo, HI

2001 Mazda MX-5 LS

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

2001 Mazda MX-5 LS

Kailua-Kona, HI

UnscoredInsufficient · 0
$8,995102,385 mi

Kailua-Kona, HI

2014 Ford Mustang V6 Premium

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

2014 Ford Mustang V6 Premium

Honolulu, HI

UnscoredInsufficient · 0
$9,195137,868 mi

Honolulu, HI

2017 Buick Cascada Sport Touring

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

2017 Buick Cascada Sport Touring

Aiea, HI

UnscoredInsufficient · 0
$9,90055,870 mi

Aiea, HI

2000 Porsche Boxster Base

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

2000 Porsche Boxster Base

Honolulu, HI

UnscoredInsufficient · 0
$9,950107,111 mi

Honolulu, HI

2012 Volkswagen Eos Komfort

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

2012 Volkswagen Eos Komfort

Honolulu, HI

UnscoredInsufficient · 0
$9,99572,839 mi

Honolulu, HI

2004 Nissan 350Z Roadster Enthusiast

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

2004 Nissan 350Z Roadster Enthusiast

Honolulu, HI

UnscoredInsufficient · 0
$9,995104,833 mi

Honolulu, HI

2003 Porsche Boxster Base

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

2003 Porsche Boxster Base

Wahiawa, HI

UnscoredInsufficient · 0
$9,99563,552 mi

Wahiawa, HI

1998 BMW Z3 ROADSTER

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

1998 BMW Z3 ROADSTER

Honolulu, HI

UnscoredInsufficient · 0
$10,90040,172 mi

Honolulu, HI

2013 BMW 3 Series 328i

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

2013 BMW 3 Series 328i

Honolulu, HI

UnscoredInsufficient · 0
$10,99577,425 mi

Honolulu, HI

2016 Volkswagen Beetle S

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

2016 Volkswagen Beetle S

Honolulu, HI

UnscoredInsufficient · 0
$12,499110,000 mi

Honolulu, HI

2001 Porsche Boxster Base

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

2001 Porsche Boxster Base

Honolulu, HI

UnscoredInsufficient · 0
$12,50061,048 mi

Honolulu, HI

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

Kaneohe, HI

UnscoredInsufficient · 0
$12,990122,964 mi

Kaneohe, HI

2010 Audi A5 Premium

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

2010 Audi A5 Premium

Honolulu, HI

UnscoredInsufficient · 0
$12,995107,369 mi

Honolulu, HI

2016 MINI Cooper S

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

2016 MINI Cooper S

Honolulu, HI

UnscoredInsufficient · 0
$13,25087,263 mi

Honolulu, HI

2013 Volkswagen Beetle 2.5

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

2013 Volkswagen Beetle 2.5

Honolulu, HI

UnscoredInsufficient · 0
$13,78960,320 mi

Honolulu, HI

2012 Mercedes-Benz E-Class E350

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

2012 Mercedes-Benz E-Class E350

Honolulu, HI

UnscoredInsufficient · 0
$13,90061,139 mi

Honolulu, HI

2010 Mazda MX-5 Miata Grand Touring Hard Top

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

2010 Mazda MX-5 Miata Grand Touring Hard Top

Honolulu, HI

UnscoredInsufficient · 0
$13,99533,160 mi

Honolulu, HI

2015 BMW 4 Series 428i

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

2015 BMW 4 Series 428i

Honolulu, HI

UnscoredInsufficient · 0
$14,495100,607 mi

Honolulu, HI

2005 Lexus SC 430

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

2005 Lexus SC 430

Honolulu, HI

UnscoredInsufficient · 0
$14,900137,338 mi

Honolulu, HI

2015 BMW 4 Series 435i

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

2015 BMW 4 Series 435i

Honolulu, HI

UnscoredInsufficient · 0
$14,99598,846 mi

Honolulu, HI

2011 BMW 1 Series 135i

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

2011 BMW 1 Series 135i

Honolulu, HI

UnscoredInsufficient · 0
$14,99590,328 mi

Honolulu, HI

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Kihei, HI

UnscoredInsufficient · 0
$14,99535,144 mi

Kihei, HI

2018 Chevrolet Camaro 1LT

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

2018 Chevrolet Camaro 1LT

Honolulu, HI

UnscoredInsufficient · 0
$14,99975,000 mi

Honolulu, HI

2002 Toyota MR2 Spyder Base

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

2002 Toyota MR2 Spyder Base

Honolulu, HI

UnscoredInsufficient · 0
$14,99926,000 mi

Honolulu, HI

2006 Mercedes-Benz SLK-Class SLK350

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

2006 Mercedes-Benz SLK-Class SLK350

Honolulu, HI

UnscoredInsufficient · 0
$15,49516,346 mi

Honolulu, HI

2008 Saturn Sky Roadster

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

2008 Saturn Sky Roadster

Honolulu, HI

UnscoredInsufficient · 0
$15,59761,933 mi

Honolulu, HI

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Honolulu, HI

UnscoredInsufficient · 0
$15,90092,932 mi

Honolulu, HI

2018 Ford Mustang EcoBoost Premium

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

2018 Ford Mustang EcoBoost Premium

Pearl City, HI

UnscoredInsufficient · 0
$15,99584,247 mi

Pearl City, HI

2020 MINI Convertible S

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

2020 MINI Convertible S

Kapolei, HI

UnscoredInsufficient · 0
$16,79088,360 mi

Kapolei, HI

2008 Mercedes-Benz SL-Class SL550

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

2008 Mercedes-Benz SL-Class SL550

Honolulu, HI

UnscoredInsufficient · 0
$16,90054,753 mi

Honolulu, HI

2015 Audi A3 Cabriolet Premium

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

2015 Audi A3 Cabriolet Premium

Honolulu, HI

UnscoredInsufficient · 0
$16,99560,258 mi

Honolulu, HI

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

Kailua-Kona, HI

UnscoredInsufficient · 0
$17,29065,620 mi

Kailua-Kona, HI

2004 Mercedes-Benz SL-Class SL55 AMG

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

2004 Mercedes-Benz SL-Class SL55 AMG

Honolulu, HI

UnscoredInsufficient · 0
$17,99571,741 mi

Honolulu, HI

2003 Ford Thunderbird Deluxe

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

2003 Ford Thunderbird Deluxe

Honolulu, HI

UnscoredInsufficient · 0
$17,99849,426 mi

Honolulu, HI

2023 Ford Mustang EcoBoost Premium

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

2023 Ford Mustang EcoBoost Premium

Kailua-Kona, HI

UnscoredInsufficient · 3
$18,19973,107 mi

Comparison: 3 similar vehicles

Kailua-Kona, HI

2023 Ford Mustang EcoBoost Premium

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

2023 Ford Mustang EcoBoost Premium

Kailua-Kona, HI

UnscoredInsufficient · 3
$18,29973,326 mi

Comparison: 3 similar vehicles

Kailua-Kona, HI

2013 Mercedes-Benz SLK-Class SLK350

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

2013 Mercedes-Benz SLK-Class SLK350

Honolulu, HI

UnscoredInsufficient · 0
$18,50047,889 mi

Honolulu, HI

2021 Mazda MX-5 Miata RF Grand Touring

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

2021 Mazda MX-5 Miata RF Grand Touring

Honolulu, HI

UnscoredInsufficient · 0
$18,99565,719 mi

Honolulu, HI

2005 Lexus SC 430

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

2005 Lexus SC 430

Waipahu, HI

UnscoredInsufficient · 0
$18,99568,665 mi

Waipahu, HI

2023 Ford Mustang EcoBoost Premium

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

2023 Ford Mustang EcoBoost Premium

Kailua-Kona, HI

UnscoredInsufficient · 3
$19,49967,173 mi

Comparison: 3 similar vehicles

Kailua-Kona, HI

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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