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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

139 listings found

2008 Chevrolet Cobalt LS

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

2008 Chevrolet Cobalt LS

Fargo, ND

UnscoredInsufficient · 0
$2,618238,855 mi

Fargo, ND

2005 Ford Mustang Deluxe

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

2005 Ford Mustang Deluxe

Mandan, ND

UnscoredLimited · 5
$3,990211,740 mi

Comparison: 5 similar vehicles

Mandan, ND

2009 Pontiac G5 Base

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

2009 Pontiac G5 Base

Bismarck, ND

UnscoredInsufficient · 0
$4,149118,120 mi

Bismarck, ND

2006 Chevrolet Cobalt LT

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

2006 Chevrolet Cobalt LT

Fargo, ND

UnscoredInsufficient · 0
$4,199167,314 mi

Fargo, ND

2013 Kia Forte Koup EX

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

2013 Kia Forte Koup EX

Mandan, ND

UnscoredInsufficient · 4
$5,49067,501 mi

Comparison: 4 similar vehicles

Mandan, ND

2013 Hyundai Elantra Coupe GS

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

2013 Hyundai Elantra Coupe GS

Mandan, ND

UnscoredInsufficient · 0
$5,499147,796 mi

Mandan, ND

2003 Hyundai Tiburon GT V6

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

2003 Hyundai Tiburon GT V6

Mandan, ND

UnscoredInsufficient · 0
$5,990121,151 mi

Mandan, ND

1999 Ford Mustang Base

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

1999 Ford Mustang Base

Fargo, ND

UnscoredInsufficient · 0
$6,615180,224 mi

Fargo, ND

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Grand Forks, ND

UnscoredInsufficient · 0
$6,970148,073 mi

Grand Forks, ND

2000 Chevrolet Monte Carlo SS

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

2000 Chevrolet Monte Carlo SS

Bismarck, ND

UnscoredInsufficient · 0
$6,999194,780 mi

Bismarck, ND

2008 Ford Mustang Premium

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

2008 Ford Mustang Premium

Williston, ND

UnscoredInsufficient · 0
$7,50090,238 mi

Williston, ND

2011 Chevrolet Camaro 2LT

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

2011 Chevrolet Camaro 2LT

Strasburg, ND

UnscoredInsufficient · 0
$8,750135,753 mi

Strasburg, ND

2015 Honda Civic Si

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

2015 Honda Civic Si

Fargo, ND

UnscoredInsufficient · 0
$8,999183,279 mi

Fargo, ND

1998 Lincoln Mark VII Base

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

1998 Lincoln Mark VII Base

Mandan, ND

UnscoredInsufficient · 0
$9,99952,007 mi

Mandan, ND

2010 Honda Civic LX

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

2010 Honda Civic LX

Fargo, ND

UnscoredInsufficient · 0
$10,89945,815 mi

Fargo, ND

2010 Chevrolet Camaro 2LT

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

2010 Chevrolet Camaro 2LT

Devils Lake, ND

UnscoredInsufficient · 0
$11,59196,934 mi

Devils Lake, ND

2012 BMW 3 Series 335i

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

2012 BMW 3 Series 335i

Devils Lake, ND

UnscoredInsufficient · 0
$11,68480,010 mi

Devils Lake, ND

2009 Ford Mustang Premium

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

2009 Ford Mustang Premium

Fargo, ND

UnscoredInsufficient · 0
$11,99739,413 mi

Fargo, ND

2015 Chevrolet Camaro 1LS

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

2015 Chevrolet Camaro 1LS

Fargo, ND

UnscoredInsufficient · 0
$12,48984,541 mi

Fargo, ND

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Williston, ND

UnscoredInsufficient · 0
$13,199126,906 mi

Williston, ND

2013 Ford Mustang V6 Premium

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

2013 Ford Mustang V6 Premium

Fargo, ND

UnscoredInsufficient · 0
$13,68064,941 mi

Fargo, ND

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Mandan, ND

UnscoredInsufficient · 0
$13,99964,243 mi

Mandan, 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

Fargo, ND

UnscoredInsufficient · 0
$14,199130,751 mi

Fargo, ND

2016 Dodge Challenger SXT

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

2016 Dodge Challenger SXT

Fargo, ND

UnscoredInsufficient · 0
$15,29984,132 mi

Fargo, ND

2012 Dodge Challenger R/T

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

2012 Dodge Challenger R/T

Fargo, ND

UnscoredInsufficient · 0
$16,04496,303 mi

Fargo, ND

2017 Ford Mustang EcoBoost

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

2017 Ford Mustang EcoBoost

Minot, ND

UnscoredInsufficient · 0
$16,15253,689 mi

Minot, ND

2015 Dodge Challenger SXT

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

2015 Dodge Challenger SXT

Minot, ND

UnscoredInsufficient · 0
$17,18981,654 mi

Minot, ND

2010 Dodge Challenger R/T

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

2010 Dodge Challenger R/T

Wahpeton, ND

UnscoredInsufficient · 0
$17,50061,000 mi

Wahpeton, ND

2020 Dodge Challenger SXT

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

2020 Dodge Challenger SXT

Fargo, ND

UnscoredInsufficient · 0
$17,95067,222 mi

Fargo, ND

2016 Ford Mustang V6

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

2016 Ford Mustang V6

Fargo, ND

UnscoredInsufficient · 0
$18,39954,034 mi

Fargo, ND

2014 Audi TT Base

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

2014 Audi TT Base

Fargo, ND

UnscoredInsufficient · 0
$19,34775,015 mi

Fargo, ND

2011 Dodge Challenger SRT8

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

2011 Dodge Challenger SRT8

Bismarck, ND

UnscoredInsufficient · 0
$19,90036,000 mi

Bismarck, ND

2014 Chevrolet Camaro 2SS

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

2014 Chevrolet Camaro 2SS

Dickinson, ND

UnscoredInsufficient · 0
$20,22954,393 mi

Dickinson, ND

2018 Honda Civic Si

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

2018 Honda Civic Si

Fargo, ND

UnscoredInsufficient · 0
$21,09981,772 mi

Fargo, ND

2015 Lexus RC 350

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

2015 Lexus RC 350

Fargo, ND

UnscoredInsufficient · 0
$21,695118,459 mi

Fargo, ND

2007 Ford Mustang GT Deluxe

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

2007 Ford Mustang GT Deluxe

Rugby, ND

UnscoredInsufficient · 0
$21,99533,698 mi

Rugby, 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

Minot, ND

UnscoredInsufficient · 0
$22,30017,277 mi

Minot, ND

2006 Chevrolet Corvette Base

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

2006 Chevrolet Corvette Base

Fargo, ND

UnscoredInsufficient · 0
$22,84760,796 mi

Fargo, ND

2012 Ford Mustang GT Premium

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

2012 Ford Mustang GT Premium

Mandan, ND

UnscoredInsufficient · 0
$23,39937,022 mi

Mandan, ND

2019 Dodge Challenger GT

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

2019 Dodge Challenger GT

Grand Forks, ND

UnscoredInsufficient · 0
$23,89852,034 mi

Grand Forks, ND

2018 Dodge Challenger GT

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

2018 Dodge Challenger GT

Fargo, ND

UnscoredInsufficient · 0
$24,80043,427 mi

Fargo, ND

2019 Lexus RC 300

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

2019 Lexus RC 300

Dickinson, ND

Salvage title
$24,90057,271 mi

Dickinson, ND

2015 Dodge Challenger SRT

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

2015 Dodge Challenger SRT

Fargo, ND

UnscoredInsufficient · 0
$25,97988,265 mi

Fargo, ND

2016 Chevrolet Camaro 2SS

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

2016 Chevrolet Camaro 2SS

Rugby, ND

UnscoredInsufficient · 0
$25,995104,943 mi

Rugby, ND

2023 Audi A5 Coupe Premium

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

2023 Audi A5 Coupe Premium

Fargo, ND

UnscoredInsufficient · 0
$26,19953,023 mi

Fargo, ND

2007 Porsche Cayman S

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

2007 Porsche Cayman S

Fargo, ND

UnscoredInsufficient · 0
$26,59978,362 mi

Fargo, ND

2025 Ford Mustang EcoBoost

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

2025 Ford Mustang EcoBoost

Fargo, ND

UnscoredInsufficient · 0
$26,60032,357 mi

Fargo, ND

2011 Chevrolet Camaro 2SS

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

2011 Chevrolet Camaro 2SS

Bismarck, ND

UnscoredInsufficient · 0
$27,77015,129 mi

Bismarck, 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

Minot, ND

UnscoredInsufficient · 0
$27,99977,800 mi

Minot, ND

2008 Ford Mustang GT Deluxe

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

2008 Ford Mustang GT Deluxe

Bismarck, ND

UnscoredInsufficient · 0
$29,1895,904 mi

Bismarck, 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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