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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

77 listings found

2001 Nissan Altima GXE

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

2001 Nissan Altima GXE

Sturgis, SD

UnscoredInsufficient · 0
$1,900200,000 mi

Sturgis, SD

2011 Ford Taurus Limited

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

2011 Ford Taurus Limited

Sturgis, SD

UnscoredInsufficient · 0
$2,099235,000 mi

Sturgis, SD

2008 Kia Rio LX

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

2008 Kia Rio LX

Sturgis, SD

UnscoredInsufficient · 0
$2,500149,828 mi

Sturgis, SD

2011 Ford Taurus SEL

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

2011 Ford Taurus SEL

Sturgis, SD

UnscoredInsufficient · 0
$2,501182,189 mi

Sturgis, SD

2008 Chevrolet Impala LTZ

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

2008 Chevrolet Impala LTZ

Sturgis, SD

UnscoredInsufficient · 0
$2,900180,000 mi

Sturgis, SD

2012 Nissan Altima S

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

2012 Nissan Altima S

Sturgis, SD

UnscoredInsufficient · 0
$2,901236,406 mi

Sturgis, SD

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Sturgis, SD

UnscoredInsufficient · 0
$2,901259,934 mi

Sturgis, SD

2006 Audi A4 Base

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

2006 Audi A4 Base

Sturgis, SD

UnscoredInsufficient · 0
$2,901273,663 mi

Sturgis, SD

No Photo

2006 Mercury Montego Premier

Sturgis, SD

UnscoredInsufficient · 0
$3,000Mileage not verified

Sturgis, SD

2013 Ford Focus S

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

2013 Ford Focus S

Sturgis, SD

UnscoredInsufficient · 0
$3,100141,000 mi

Sturgis, SD

2000 Lincoln LS Base

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

2000 Lincoln LS Base

Sturgis, SD

UnscoredInsufficient · 0
$3,201174,030 mi

Sturgis, SD

No Photo

2013 Chevrolet Malibu 1SA

Spearfish, SD

UnscoredInsufficient · 0
$3,777304,832 mi

Spearfish, SD

2011 Hyundai Sonata GLS

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

2011 Hyundai Sonata GLS

Sturgis, SD

UnscoredInsufficient · 0
$3,900160,000 mi

Sturgis, SD

No Photo

2009 Chevrolet Impala LT

Sturgis, SD

UnscoredInsufficient · 0
$3,900Mileage not verified

Sturgis, SD

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Sturgis, SD

UnscoredInsufficient · 0
$3,901298,360 mi

Sturgis, SD

2014 Hyundai Elantra SE

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

2014 Hyundai Elantra SE

Sturgis, SD

UnscoredInsufficient · 0
$3,901103,000 mi

Sturgis, SD

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Sturgis, SD

UnscoredInsufficient · 3
$3,901185,070 mi

Comparison: 3 similar vehicles

Sturgis, SD

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Sturgis, SD

UnscoredInsufficient · 0
$4,301182,966 mi

Sturgis, SD

2013 Chevrolet Malibu 1LT

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

2013 Chevrolet Malibu 1LT

Sturgis, SD

UnscoredInsufficient · 0
$4,801160,117 mi

Sturgis, SD

2014 Nissan Altima S

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

2014 Nissan Altima S

Sturgis, SD

UnscoredInsufficient · 0
$4,901140,000 mi

Sturgis, SD

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Spearfish, SD

UnscoredInsufficient · 0
$4,99090,860 mi

Spearfish, SD

2019 Hyundai Sonata SE

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

2019 Hyundai Sonata SE

Sturgis, SD

UnscoredInsufficient · 0
$5,901224,518 mi

Sturgis, SD

No Photo

2006 Lexus IS 250

Sturgis, SD

UnscoredInsufficient · 0
$6,500Mileage not verified

Sturgis, SD

No Photo

2009 Buick Lucerne CXL

Sturgis, SD

UnscoredInsufficient · 0
$6,800Mileage not verified

Sturgis, SD

1998 Toyota Camry LE

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

1998 Toyota Camry LE

Spearfish, SD

UnscoredInsufficient · 0
$7,23475,082 mi

Spearfish, SD

No Photo

2015 Volkswagen Passat SE

Sturgis, SD

UnscoredInsufficient · 0
$7,500Mileage not verified

Sturgis, SD

2015 Hyundai Sonata Hybrid Limited

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

2015 Hyundai Sonata Hybrid Limited

Rapid City, SD

UnscoredInsufficient · 0
$7,500150,259 mi

Rapid City, SD

No Photo

2012 Toyota Corolla LE

Sturgis, SD

UnscoredInsufficient · 0
$7,800Mileage not verified

Sturgis, SD

No Photo

2005 Subaru Impreza WRX

Sturgis, SD

UnscoredInsufficient · 0
$8,000Mileage not verified

Sturgis, SD

No Photo

2013 Lincoln MKS Base

Sturgis, SD

UnscoredInsufficient · 0
$8,500Mileage not verified

Sturgis, SD

2019 Chevrolet Malibu 1FL

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

2019 Chevrolet Malibu 1FL

Spearfish, SD

UnscoredInsufficient · 0
$8,943171,033 mi

Spearfish, SD

No Photo

2018 Kia FORTE LX

Spearfish, SD

UnscoredInsufficient · 0
$9,233134,062 mi

Spearfish, SD

2017 Hyundai Elantra Limited

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

2017 Hyundai Elantra Limited

Spearfish, SD

UnscoredInsufficient · 0
$9,251131,161 mi

Spearfish, SD

1999 Jaguar XJ Series XJ8

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

1999 Jaguar XJ Series XJ8

Rapid City, SD

UnscoredInsufficient · 0
$9,500101,700 mi

Rapid City, SD

2017 Toyota Camry LE

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

2017 Toyota Camry LE

Sturgis, SD

UnscoredInsufficient · 0
$9,900262,502 mi

Sturgis, SD

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Spearfish, SD

UnscoredInsufficient · 0
$10,499139,755 mi

Spearfish, SD

2016 Chevrolet Malibu 1LS

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

2016 Chevrolet Malibu 1LS

Rapid City, SD

UnscoredInsufficient · 0
$10,50089,833 mi

Rapid City, SD

2015 Chrysler 200 S

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

2015 Chrysler 200 S

Rapid City, SD

UnscoredInsufficient · 0
$11,00066,522 mi

Rapid City, SD

2015 Kia Optima EX

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

2015 Kia Optima EX

Rapid City, SD

UnscoredInsufficient · 0
$11,50087,362 mi

Rapid City, SD

2012 Chrysler 300 Limited

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

2012 Chrysler 300 Limited

Rapid City, SD

UnscoredInsufficient · 0
$11,50091,801 mi

Rapid City, SD

2010 Acura TL Technology Package

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

2010 Acura TL Technology Package

Rapid City, SD

UnscoredInsufficient · 0
$12,000134,861 mi

Rapid City, SD

2015 Toyota Camry SE

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

2015 Toyota Camry SE

Rapid City, SD

UnscoredInsufficient · 0
$12,500154,747 mi

Rapid City, SD

2019 Ford Fusion Titanium

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

2019 Ford Fusion Titanium

Rapid City, SD

UnscoredInsufficient · 0
$13,50095,046 mi

Rapid City, SD

2018 Mercedes-Benz CLA CLA250

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

2018 Mercedes-Benz CLA CLA250

Rapid City, SD

UnscoredInsufficient · 0
$14,000102,499 mi

Rapid City, SD

2019 Ford Fusion Titanium

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

2019 Ford Fusion Titanium

Spearfish, SD

UnscoredInsufficient · 0
$14,49594,047 mi

Spearfish, SD

2021 Dodge Charger Police

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

2021 Dodge Charger Police

Rapid City, SD

UnscoredInsufficient · 0
$14,500126,864 mi

Rapid City, SD

2017 Subaru Legacy Premium

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

2017 Subaru Legacy Premium

Spearfish, SD

UnscoredInsufficient · 0
$15,99045,153 mi

Spearfish, SD

2021 Honda Insight EX

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

2021 Honda Insight EX

Spearfish, SD

UnscoredInsufficient · 0
$16,014141,179 mi

Spearfish, SD

2018 Nissan Maxima SV

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

2018 Nissan Maxima SV

Rapid City, SD

UnscoredInsufficient · 0
$16,50069,746 mi

Rapid City, SD

2017 Toyota Camry SE

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

2017 Toyota Camry SE

Rapid City, SD

UnscoredInsufficient · 0
$16,50099,733 mi

Rapid City, SD

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 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, and exports.
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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