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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 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

201 listings found

2003 Chevrolet Malibu Base

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

2003 Chevrolet Malibu Base

Mandan, ND

UnscoredInsufficient · 0
$1,500197,940 mi

Mandan, ND

2003 Pontiac Grand Am SE1

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

2003 Pontiac Grand Am SE1

Bismarck, ND

UnscoredInsufficient · 0
$2,899161,336 mi

Bismarck, ND

2005 Buick LaCrosse CX

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

2005 Buick LaCrosse CX

Mandan, ND

UnscoredInsufficient · 0
$2,900192,697 mi

Mandan, ND

2001 Ford Taurus SES

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

2001 Ford Taurus SES

Mandan, ND

UnscoredInsufficient · 0
$2,990206,838 mi

Mandan, ND

2002 Ford Focus SE comfort

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

2002 Ford Focus SE comfort

Mandan, ND

UnscoredInsufficient · 0
$2,999147,547 mi

Mandan, ND

2008 Pontiac Grand Prix GP

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

2008 Pontiac Grand Prix GP

Mandan, ND

UnscoredInsufficient · 0
$3,490181,576 mi

Mandan, ND

2006 Buick LaCrosse CX

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

2006 Buick LaCrosse CX

Mandan, ND

UnscoredInsufficient · 0
$3,490207,210 mi

Mandan, ND

2005 Chrysler Sebring Touring

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

2005 Chrysler Sebring Touring

Mandan, ND

UnscoredInsufficient · 0
$3,490168,951 mi

Mandan, ND

2002 Pontiac Bonneville SE

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

2002 Pontiac Bonneville SE

Mandan, ND

UnscoredInsufficient · 0
$3,490193,722 mi

Mandan, ND

2008 Cadillac DTS 1SD

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

2008 Cadillac DTS 1SD

Mandan, ND

UnscoredInsufficient · 0
$3,499210,815 mi

Mandan, ND

2003 Toyota Camry XLE V6

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

2003 Toyota Camry XLE V6

Mandan, ND

UnscoredInsufficient · 0
$3,499201,291 mi

Mandan, ND

2013 Chevrolet Impala Police Sedan

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

2013 Chevrolet Impala Police Sedan

Mandan, ND

UnscoredInsufficient · 0
$3,500187,118 mi

Mandan, ND

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Mandan, ND

UnscoredInsufficient · 0
$3,990284,615 mi

Mandan, ND

2007 Ford Fusion SE

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

2007 Ford Fusion SE

Mandan, ND

UnscoredInsufficient · 0
$3,990175,054 mi

Mandan, ND

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Mandan, ND

UnscoredInsufficient · 0
$3,990240,243 mi

Mandan, ND

2012 Kia Optima EX

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

2012 Kia Optima EX

Mandan, ND

UnscoredInsufficient · 0
$3,999186,760 mi

Mandan, ND

2008 Mazda MAZDA6 i Sport

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

2008 Mazda MAZDA6 i Sport

Mandan, ND

UnscoredInsufficient · 0
$3,999212,125 mi

Mandan, ND

2006 Mitsubishi Galant SE

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

2006 Mitsubishi Galant SE

Mandan, ND

UnscoredInsufficient · 0
$3,999160,259 mi

Mandan, ND

2003 Honda Civic EX

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

2003 Honda Civic EX

Mandan, ND

UnscoredInsufficient · 0
$3,999168,876 mi

Mandan, ND

2014 Volkswagen Jetta SE

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

2014 Volkswagen Jetta SE

Mandan, ND

UnscoredInsufficient · 0
$4,000194,294 mi

Mandan, ND

2008 Buick Lucerne CXL

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

2008 Buick Lucerne CXL

Mandan, ND

UnscoredInsufficient · 0
$4,298228,930 mi

Mandan, ND

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Bismarck, ND

UnscoredInsufficient · 0
$4,399179,618 mi

Bismarck, ND

2014 Dodge Dart SXT

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

2014 Dodge Dart SXT

Mandan, ND

UnscoredInsufficient · 0
$4,499205,409 mi

Mandan, ND

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Mandan, ND

UnscoredInsufficient · 0
$4,499152,655 mi

Mandan, ND

2005 Ford Five Hundred SEL

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

2005 Ford Five Hundred SEL

Mandan, ND

UnscoredInsufficient · 0
$4,499135,483 mi

Mandan, ND

2005 Toyota Corolla S

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

2005 Toyota Corolla S

Mandan, ND

UnscoredInsufficient · 0
$4,499239,769 mi

Mandan, ND

2010 Chevrolet Malibu Fleet

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

2010 Chevrolet Malibu Fleet

Mandan, ND

UnscoredInsufficient · 0
$4,699167,090 mi

Mandan, ND

2015 Chrysler 200 LX

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

2015 Chrysler 200 LX

Mandan, ND

UnscoredInsufficient · 0
$4,700209,749 mi

Mandan, ND

2013 Volkswagen Jetta SE

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

2013 Volkswagen Jetta SE

Mandan, ND

UnscoredInsufficient · 0
$4,999205,837 mi

Mandan, ND

2010 Subaru Legacy I Premium

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

2010 Subaru Legacy I Premium

Mandan, ND

UnscoredInsufficient · 0
$4,999108,072 mi

Mandan, ND

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Mandan, ND

UnscoredInsufficient · 0
$4,999150,960 mi

Mandan, ND

2004 Dodge Intrepid SE

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

2004 Dodge Intrepid SE

Mandan, ND

UnscoredInsufficient · 0
$4,999107,536 mi

Mandan, ND

2014 Subaru Impreza 2.0I Premium

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

2014 Subaru Impreza 2.0I Premium

Bismarck, ND

UnscoredInsufficient · 0
$5,000179,249 mi

Bismarck, ND

2011 Hyundai Elantra GLS

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

2011 Hyundai Elantra GLS

Bismarck, ND

UnscoredInsufficient · 0
$5,000118,282 mi

Bismarck, ND

2007 Honda Civic LX

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

2007 Honda Civic LX

Bismarck, ND

UnscoredInsufficient · 0
$5,199172,360 mi

Bismarck, ND

2013 Chevrolet Malibu 1LS

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

2013 Chevrolet Malibu 1LS

Mandan, ND

UnscoredInsufficient · 0
$5,499183,299 mi

Mandan, ND

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Mandan, ND

UnscoredInsufficient · 0
$5,499174,467 mi

Mandan, ND

2012 Chevrolet Impala LTZ

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

2012 Chevrolet Impala LTZ

Mandan, ND

UnscoredInsufficient · 0
$5,499153,186 mi

Mandan, ND

2010 Toyota Camry LE

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

2010 Toyota Camry LE

Mandan, ND

UnscoredInsufficient · 0
$5,499186,034 mi

Mandan, ND

2010 Honda Accord EX-L V6

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

2010 Honda Accord EX-L V6

Mandan, ND

UnscoredInsufficient · 0
$5,899182,343 mi

Mandan, ND

2006 Buick Lucerne CXL

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

2006 Buick Lucerne CXL

Bismarck, ND

UnscoredInsufficient · 0
$5,899144,231 mi

Bismarck, ND

2015 Chevrolet Impala Limited 1FL

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

2015 Chevrolet Impala Limited 1FL

Mandan, ND

UnscoredInsufficient · 0
$5,990112,734 mi

Mandan, ND

2014 Ford Focus SE

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

2014 Ford Focus SE

Mandan, ND

UnscoredInsufficient · 3
$5,990129,298 mi

Comparison: 3 similar vehicles

Mandan, ND

2013 Chevrolet Cruze 1LT

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

2013 Chevrolet Cruze 1LT

Mandan, ND

UnscoredInsufficient · 0
$5,999185,296 mi

Mandan, ND

2010 Ford Taurus SEL

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

2010 Ford Taurus SEL

Mandan, ND

UnscoredInsufficient · 0
$5,999222,354 mi

Mandan, ND

2008 Pontiac G6 GXP

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

2008 Pontiac G6 GXP

Bismarck, ND

UnscoredInsufficient · 0
$5,999156,064 mi

Bismarck, ND

2004 Mercedes-Benz S-Class S430

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

2004 Mercedes-Benz S-Class S430

Mandan, ND

UnscoredInsufficient · 0
$5,999161,063 mi

Mandan, ND

2011 Lexus IS 250

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

2011 Lexus IS 250

Bismarck, ND

UnscoredInsufficient · 0
$6,199219,049 mi

Bismarck, ND

2018 Kia FORTE LX

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

2018 Kia FORTE LX

Bismarck, ND

UnscoredInsufficient · 0
$6,399129,508 mi

Bismarck, ND

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Bismarck, ND

UnscoredInsufficient · 0
$6,889105,526 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 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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