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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

133 listings found

2009 Toyota Corolla LE

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

2009 Toyota Corolla LE

Thompson, ND

UnscoredInsufficient · 0
$2,495350,319 mi

Thompson, ND

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Thompson, ND

UnscoredInsufficient · 0
$2,995238,367 mi

Thompson, ND

2006 Mercedes-Benz E-Class E350

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

2006 Mercedes-Benz E-Class E350

Grand Forks, ND

UnscoredInsufficient · 0
$3,689191,484 mi

Grand Forks, ND

2015 Nissan Altima S

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

2015 Nissan Altima S

Bagley, MN

UnscoredLimited · 8
$3,995216,228 mi

Comparison: 8 similar vehicles

Bagley, MN

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Bagley, MN

UnscoredInsufficient · 3
$3,995220,977 mi

Comparison: 3 similar vehicles

Bagley, MN

2008 Kia Optima LX

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

2008 Kia Optima LX

Bagley, MN

UnscoredInsufficient · 0
$3,995148,175 mi

Bagley, MN

2010 Chevrolet Cobalt LT

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

2010 Chevrolet Cobalt LT

Grand Forks, ND

UnscoredInsufficient · 0
$3,999201,178 mi

Grand Forks, ND

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Thompson, ND

UnscoredLimited · 9
$4,500186,505 mi

Comparison: 9 similar vehicles

Thompson, ND

2010 Chevrolet Malibu Fleet

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

2010 Chevrolet Malibu Fleet

Grand Forks, ND

UnscoredInsufficient · 0
$4,78997,940 mi

Grand Forks, ND

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Bagley, MN

UnscoredLimited · 8
$4,995110,533 mi

Comparison: 8 similar vehicles

Bagley, MN

2016 Hyundai Accent SE

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

2016 Hyundai Accent SE

Grand Forks, ND

UnscoredInsufficient · 0
$4,999145,000 mi

Grand Forks, ND

2014 Volkswagen Jetta S

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

2014 Volkswagen Jetta S

Grand Forks, ND

UnscoredInsufficient · 0
$4,999143,156 mi

Grand Forks, ND

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Grand Forks, ND

UnscoredLimited · 5
$5,289128,582 mi

Comparison: 5 similar vehicles

Grand Forks, ND

2012 Ford Fusion SE

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

2012 Ford Fusion SE

Grand Forks, ND

UnscoredInsufficient · 0
$5,289163,195 mi

Grand Forks, ND

2007 Saturn Aura XR

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

2007 Saturn Aura XR

Grand Forks, ND

UnscoredInsufficient · 0
$5,289133,689 mi

Grand Forks, ND

2011 Ford Fusion Hybrid

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

2011 Ford Fusion Hybrid

Grand Forks, ND

UnscoredInsufficient · 0
$5,780119,800 mi

Grand Forks, ND

2013 Nissan Altima Sedan S

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

2013 Nissan Altima Sedan S

Grand Forks, ND

UnscoredInsufficient · 0
$5,980131,604 mi

Grand Forks, ND

2007 Honda Civic LX

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

2007 Honda Civic LX

Grand Forks, ND

UnscoredInsufficient · 0
$5,980188,979 mi

Grand Forks, ND

2013 Chrysler 200 LX

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

2013 Chrysler 200 LX

Grand Forks, ND

UnscoredInsufficient · 0
$5,99088,851 mi

Grand Forks, ND

2013 Dodge Dart Aero

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

2013 Dodge Dart Aero

Grand Forks, ND

UnscoredInsufficient · 0
$5,990120,001 mi

Grand Forks, ND

2017 Kia Optima LX

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

2017 Kia Optima LX

Thompson, ND

UnscoredLimited · 9
$5,995185,288 mi

Comparison: 9 similar vehicles

Thompson, ND

2014 Chevrolet Malibu 1LS

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

2014 Chevrolet Malibu 1LS

Thompson, ND

UnscoredInsufficient · 3
$5,995132,528 mi

Comparison: 3 similar vehicles

Thompson, ND

2018 Ford Focus SE

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

2018 Ford Focus SE

Grand Forks, ND

UnscoredInsufficient · 0
$5,999137,711 mi

Grand Forks, ND

2014 Chevrolet Cruze LTZ

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

2014 Chevrolet Cruze LTZ

Grand Forks, ND

UnscoredInsufficient · 0
$5,999135,374 mi

Grand Forks, ND

2015 Chevrolet Cruze LTZ

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

2015 Chevrolet Cruze LTZ

Grand Forks, ND

UnscoredInsufficient · 0
$6,289119,408 mi

Grand Forks, ND

2016 Chevrolet Cruze Limited 1LT

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

2016 Chevrolet Cruze Limited 1LT

Red Lake Falls, MN

UnscoredLimited · 8
$6,700138,212 mi

Comparison: 8 similar vehicles

Red Lake Falls, MN

2011 Ford Fusion SEL

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

2011 Ford Fusion SEL

Grand Forks, ND

UnscoredInsufficient · 0
$6,87086,659 mi

Grand Forks, ND

2009 Volkswagen CC Luxury

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

2009 Volkswagen CC Luxury

Grand Forks, ND

UnscoredInsufficient · 0
$6,870121,443 mi

Grand Forks, ND

2014 Chevrolet Sonic LT

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

2014 Chevrolet Sonic LT

Grand Forks, ND

UnscoredInsufficient · 0
$6,980128,770 mi

Grand Forks, ND

2015 Nissan Sentra SR

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

2015 Nissan Sentra SR

Grand Forks, ND

UnscoredInsufficient · 0
$6,990119,074 mi

Grand Forks, ND

2013 Volkswagen CC R-Line

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

2013 Volkswagen CC R-Line

Grand Forks, ND

UnscoredInsufficient · 0
$6,990137,681 mi

Grand Forks, ND

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Grand Forks, ND

UnscoredInsufficient · 0
$6,990110,841 mi

Grand Forks, ND

2014 Ford Focus SE

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

2014 Ford Focus SE

Thompson, ND

UnscoredLimited · 5
$6,99561,514 mi

Comparison: 5 similar vehicles

Thompson, ND

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Grand Forks, ND

UnscoredInsufficient · 0
$6,999146,442 mi

Grand Forks, ND

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

Grand Forks, ND

UnscoredInsufficient · 0
$7,289188,234 mi

Grand Forks, ND

2007 Chevrolet Cobalt LT

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

2007 Chevrolet Cobalt LT

Grand Forks, ND

UnscoredInsufficient · 0
$7,28993,295 mi

Grand Forks, ND

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Bagley, MN

UnscoredInsufficient · 0
$7,995129,332 mi

Bagley, MN

2016 Dodge Dart SXT Sport

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

2016 Dodge Dart SXT Sport

Grand Forks, ND

UnscoredInsufficient · 0
$8,380130,139 mi

Grand Forks, ND

2011 Acura TL Base

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

2011 Acura TL Base

Grand Forks, ND

UnscoredInsufficient · 0
$8,970121,604 mi

Grand Forks, ND

2011 Honda Accord EX-L V6

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

2011 Honda Accord EX-L V6

Grand Forks, ND

UnscoredInsufficient · 0
$8,990158,768 mi

Grand Forks, ND

2022 Hyundai Accent SE

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

2022 Hyundai Accent SE

Grand Forks, ND

UnscoredInsufficient · 0
$8,999109,999 mi

Grand Forks, ND

2014 Nissan Sentra SR

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

2014 Nissan Sentra SR

Grand Forks, ND

UnscoredInsufficient · 0
$9,49091,610 mi

Grand Forks, ND

2008 Nissan Altima S

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

2008 Nissan Altima S

Grand Forks, ND

UnscoredInsufficient · 0
$9,98018,186 mi

Grand Forks, ND

2018 Ford Focus SE

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

2018 Ford Focus SE

Bagley, MN

UnscoredLimited · 8
$9,99567,885 mi

Comparison: 8 similar vehicles

Bagley, MN

2010 Buick LaCrosse CXS

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

2010 Buick LaCrosse CXS

Grand Forks, ND

UnscoredInsufficient · 0
$10,289130,944 mi

Grand Forks, ND

2017 Chevrolet Impala 1LT

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

2017 Chevrolet Impala 1LT

Grand Forks, ND

UnscoredInsufficient · 0
$10,980145,146 mi

Grand Forks, ND

2015 Honda Civic LX

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

2015 Honda Civic LX

Grand Forks, ND

UnscoredLimited · 8
$10,99996,013 mi

Comparison: 8 similar vehicles

Grand Forks, ND

2014 Honda Civic LX

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

2014 Honda Civic LX

Grand Forks, ND

UnscoredInsufficient · 0
$11,28999,657 mi

Grand Forks, ND

2017 Hyundai Sonata Sport

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

2017 Hyundai Sonata Sport

Grand Forks, ND

UnscoredInsufficient · 0
$11,49081,153 mi

Grand Forks, ND

2015 Honda Civic EX

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

2015 Honda Civic EX

Grand Forks, ND

UnscoredInsufficient · 0
$11,990126,509 mi

Grand Forks, 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 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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