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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

65 listings found

2002 Chrysler Sebring LXI

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

2002 Chrysler Sebring LXI

Bismarck, ND

UnscoredInsufficient · 0
$4,999121,525 mi

Bismarck, ND

1998 Chrysler Sebring JX

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

1998 Chrysler Sebring JX

Mandan, ND

UnscoredInsufficient · 0
$4,99998,776 mi

Mandan, ND

1997 Ford Mustang Base

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

1997 Ford Mustang Base

Minot, ND

UnscoredInsufficient · 0
$5,995151,436 mi

Minot, ND

2006 Audi A4 Base

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

2006 Audi A4 Base

Fargo, ND

UnscoredInsufficient · 0
$6,899117,775 mi

Fargo, ND

2011 Volkswagen Eos Komfort

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

2011 Volkswagen Eos Komfort

Grand Forks, ND

UnscoredInsufficient · 0
$7,99097,728 mi

Grand Forks, ND

2007 Volkswagen New Beetle 2.5

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

2007 Volkswagen New Beetle 2.5

Wishek, ND

UnscoredInsufficient · 0
$8,29876,175 mi

Wishek, ND

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Fargo, ND

UnscoredLimited · 7
$8,799119,620 mi

Comparison: 7 similar vehicles

Fargo, ND

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

Fargo, ND

UnscoredInsufficient · 0
$8,84988,196 mi

Fargo, ND

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

Mandan, ND

UnscoredInsufficient · 0
$8,999156,101 mi

Mandan, ND

2016 Buick Cascada Premium

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

2016 Buick Cascada Premium

Strasburg, ND

UnscoredInsufficient · 0
$9,85081,057 mi

Strasburg, ND

2010 Volvo C70 T5

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

2010 Volvo C70 T5

Fargo, ND

UnscoredInsufficient · 0
$10,00073,966 mi

Fargo, ND

2006 Pontiac Solstice Base

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

2006 Pontiac Solstice Base

Fargo, ND

UnscoredInsufficient · 0
$10,01662,997 mi

Fargo, ND

2012 Ford Mustang V6

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

2012 Ford Mustang V6

Grand Forks, ND

UnscoredInsufficient · 0
$11,28990,374 mi

Grand Forks, ND

2001 Porsche Boxster Base

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

2001 Porsche Boxster Base

Mandan, ND

UnscoredLimited · 7
$11,39985,523 mi

Comparison: 7 similar vehicles

Mandan, ND

2014 Ford Mustang V6

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

2014 Ford Mustang V6

Minot, ND

UnscoredInsufficient · 0
$11,549122,172 mi

Minot, ND

2001 Porsche Boxster Base

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

2001 Porsche Boxster Base

Mandan, ND

UnscoredLimited · 7
$12,89972,141 mi

Comparison: 7 similar vehicles

Mandan, ND

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

Fargo, ND

UnscoredInsufficient · 0
$13,199117,532 mi

Fargo, ND

2007 Mercedes-Benz SL-Class SL550

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

2007 Mercedes-Benz SL-Class SL550

Mandan, ND

UnscoredInsufficient · 0
$15,19980,844 mi

Mandan, ND

2014 Volkswagen Beetle 2.0

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

2014 Volkswagen Beetle 2.0

Carrington, ND

UnscoredInsufficient · 0
$16,99572,594 mi

Carrington, ND

2010 Lexus IS 350

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

2010 Lexus IS 350

Fargo, ND

UnscoredInsufficient · 0
$17,29994,625 mi

Fargo, ND

2008 Lexus SC 430

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

2008 Lexus SC 430

Fargo, ND

UnscoredInsufficient · 0
$17,299103,871 mi

Fargo, ND

2006 Ford Mustang GT Premium

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

2006 Ford Mustang GT Premium

Bismarck, ND

UnscoredInsufficient · 0
$17,89819,116 mi

Bismarck, ND

2005 Chevrolet Corvette Base

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

2005 Chevrolet Corvette Base

Fargo, ND

UnscoredInsufficient · 0
$19,76975,853 mi

Fargo, ND

2004 Chevrolet Corvette Base

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

2004 Chevrolet Corvette Base

Wishek, ND

UnscoredInsufficient · 0
$20,29456,197 mi

Wishek, ND

2014 BMW Z4 sDrive28i

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

2014 BMW Z4 sDrive28i

Fargo, ND

UnscoredInsufficient · 0
$20,29959,654 mi

Fargo, ND

2018 Mazda MX-5 Miata RF Club

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

2018 Mazda MX-5 Miata RF Club

Fargo, ND

UnscoredInsufficient · 0
$22,60133,324 mi

Fargo, ND

2016 Ford Mustang GT Premium

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

2016 Ford Mustang GT Premium

Grand Forks, ND

UnscoredInsufficient · 0
$22,98071,647 mi

Grand Forks, ND

2019 Ford Mustang EcoBoost Premium

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

2019 Ford Mustang EcoBoost Premium

Bismarck, ND

UnscoredInsufficient · 0
$23,40032,110 mi

Bismarck, ND

2017 Chevrolet Camaro 1SS

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

2017 Chevrolet Camaro 1SS

Fargo, ND

UnscoredInsufficient · 0
$23,70069,635 mi

Fargo, ND

2022 Ford Mustang EcoBoost

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

2022 Ford Mustang EcoBoost

Rugby, ND

UnscoredInsufficient · 0
$25,99549,293 mi

Rugby, ND

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

Williston, ND

UnscoredInsufficient · 0
$26,49567,073 mi

Williston, ND

2023 Chevrolet Camaro 1LT

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

2023 Chevrolet Camaro 1LT

Fargo, ND

UnscoredInsufficient · 0
$28,00027,469 mi

Fargo, ND

1998 Chevrolet Corvette Base

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

1998 Chevrolet Corvette Base

Bismarck, ND

UnscoredInsufficient · 0
$28,99532,439 mi

Bismarck, ND

2025 Ford Mustang EcoBoost Premium

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

2025 Ford Mustang EcoBoost Premium

Fargo, ND

UnscoredInsufficient · 0
$29,29924,233 mi

Fargo, ND

2006 Chevrolet Corvette Base

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

2006 Chevrolet Corvette Base

Finley, ND

UnscoredInsufficient · 0
$29,99946,119 mi

Finley, ND

2018 Chevrolet Camaro 2LT

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

2018 Chevrolet Camaro 2LT

Wishek, ND

UnscoredInsufficient · 0
$30,29412,769 mi

Wishek, ND

2025 Ford Mustang EcoBoost Premium

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

2025 Ford Mustang EcoBoost Premium

Bismarck, ND

UnscoredInsufficient · 0
$32,74923,118 mi

Bismarck, ND

2022 Audi S5 Cabriolet Premium Plus

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

2022 Audi S5 Cabriolet Premium Plus

Fargo, ND

UnscoredInsufficient · 0
$34,98083,227 mi

Fargo, ND

2009 Mercedes-Benz SL-Class SL63 AMG

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

2009 Mercedes-Benz SL-Class SL63 AMG

Bismarck, ND

UnscoredInsufficient · 0
$35,18988,380 mi

Bismarck, ND

2007 Honda S2000 Base

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

2007 Honda S2000 Base

Fargo, ND

UnscoredInsufficient · 0
$37,79937,579 mi

Fargo, ND

2012 Chevrolet Corvette Grand Sport

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

2012 Chevrolet Corvette Grand Sport

Dickinson, ND

UnscoredInsufficient · 0
$38,99538,165 mi

Dickinson, ND

2025 Ford Mustang EcoBoost Premium

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

2025 Ford Mustang EcoBoost Premium

Lidgerwood, ND

UnscoredInsufficient · 4
$39,995Mileage not verified

Comparison: 4 similar vehicles

Lidgerwood, ND

2018 BMW M6 Convertible Base

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

2018 BMW M6 Convertible Base

Bismarck, ND

UnscoredInsufficient · 0
$43,18978,917 mi

Bismarck, ND

2024 Ford Mustang GT Premium

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

2024 Ford Mustang GT Premium

Fargo, ND

UnscoredInsufficient · 3
$45,3866,535 mi

Comparison: 3 similar vehicles

Fargo, ND

2022 Chevrolet Camaro ZL1

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

2022 Chevrolet Camaro ZL1

Fargo, ND

UnscoredInsufficient · 0
$63,18923,585 mi

Fargo, ND

2005 Dodge Viper SRT-10

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

2005 Dodge Viper SRT-10

Jamestown, ND

UnscoredInsufficient · 0
$64,90041,387 mi

Jamestown, ND

2023 Chevrolet Corvette 3LT

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

2023 Chevrolet Corvette 3LT

Fargo, ND

UnscoredInsufficient · 0
$68,9357,994 mi

Fargo, ND

2024 BMW 8 Series 840i

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

2024 BMW 8 Series 840i

Fargo, ND

UnscoredInsufficient · 0
$69,95018,206 mi

Fargo, ND

2022 Chevrolet Corvette 2LT

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

2022 Chevrolet Corvette 2LT

Bismarck, ND

UnscoredInsufficient · 0
$73,1898,153 mi

Bismarck, ND

2026 Mercedes-Benz CLE 300

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

2026 Mercedes-Benz CLE 300

Fargo, ND

UnscoredInsufficient · 0
$73,584Mileage not verified

Fargo, ND

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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