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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 15, 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

1,051 listings found

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Fargo, ND

UnscoredInsufficient · 0
$1,177185,460 mi

Fargo, 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
$1,500330,200 mi

Fargo, ND

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

2008 Volkswagen Jetta S

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

2008 Volkswagen Jetta S

Fargo, ND

UnscoredInsufficient · 0
$1,516201,916 mi

Fargo, ND

2004 Oldsmobile Alero GLS

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

2004 Oldsmobile Alero GLS

Fargo, ND

Salvage title
$1,641198,348 mi

Fargo, ND

2007 Chevrolet Impala LT

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

2007 Chevrolet Impala LT

Fargo, ND

UnscoredInsufficient · 3
$1,702266,844 mi

Comparison: 3 similar vehicles

Fargo, ND

2006 Hyundai Sonata GLS

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

2006 Hyundai Sonata GLS

Fargo, ND

UnscoredInsufficient · 0
$1,716253,842 mi

Fargo, ND

2008 Pontiac G6

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

2008 Pontiac G6

Fargo, ND

UnscoredInsufficient · 0
$1,726187,799 mi

Fargo, ND

2002 Cadillac DeVille DHS

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

2002 Cadillac DeVille DHS

Grand Forks, ND

UnscoredInsufficient · 0
$1,890160,795 mi

Grand Forks, ND

2016 Volkswagen Jetta SEL

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

2016 Volkswagen Jetta SEL

Fargo, ND

UnscoredInsufficient · 0
$1,995174,040 mi

Fargo, ND

2001 Toyota Avalon XLS

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

2001 Toyota Avalon XLS

Fargo, ND

UnscoredInsufficient · 0
$2,050273,809 mi

Fargo, ND

2004 Buick Park Avenue Base

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

2004 Buick Park Avenue Base

Fargo, ND

UnscoredInsufficient · 0
$2,110227,123 mi

Fargo, 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

Fargo, ND

UnscoredInsufficient · 0
$2,111289,257 mi

Fargo, ND

2006 Ford Taurus SEL

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

2006 Ford Taurus SEL

Fargo, ND

UnscoredInsufficient · 0
$2,153259,997 mi

Fargo, ND

2008 Ford Fusion SEL

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

2008 Ford Fusion SEL

Fargo, ND

Salvage title
$2,289220,841 mi

Fargo, ND

2008 Dodge Avenger SXT

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

2008 Dodge Avenger SXT

Fargo, ND

UnscoredInsufficient · 0
$2,337155,947 mi

Fargo, ND

2005 Chevrolet Impala LS

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

2005 Chevrolet Impala LS

Fargo, ND

UnscoredInsufficient · 0
$2,357206,792 mi

Fargo, ND

2004 Pontiac Grand Prix GT2

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

2004 Pontiac Grand Prix GT2

Fargo, ND

UnscoredInsufficient · 0
$2,471171,538 mi

Fargo, ND

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 Pontiac G6 GT

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

2008 Pontiac G6 GT

Fargo, ND

UnscoredInsufficient · 0
$2,554267,039 mi

Fargo, ND

2008 Chevrolet Impala LS

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

2008 Chevrolet Impala LS

Fargo, ND

UnscoredInsufficient · 0
$2,645208,594 mi

Fargo, ND

2013 Chevrolet Impala 2FL

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

2013 Chevrolet Impala 2FL

Fargo, ND

UnscoredLimited · 9
$2,691219,868 mi

Comparison: 9 similar vehicles

Fargo, ND

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Fargo, ND

UnscoredInsufficient · 0
$2,722243,915 mi

Fargo, ND

2005 Ford Focus ZX4 S

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

2005 Ford Focus ZX4 S

Fargo, ND

UnscoredInsufficient · 0
$2,732288,116 mi

Fargo, ND

2002 Mercury Sable GS

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

2002 Mercury Sable GS

Fargo, ND

UnscoredInsufficient · 0
$2,757147,051 mi

Fargo, ND

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Fargo, ND

UnscoredInsufficient · 3
$2,899137,537 mi

Comparison: 3 similar vehicles

Fargo, 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

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

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

2011 Chevrolet Impala 2FL

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

2011 Chevrolet Impala 2FL

Fargo, ND

UnscoredInsufficient · 3
$3,032185,192 mi

Comparison: 3 similar vehicles

Fargo, ND

2008 Lincoln MKZ Base

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

2008 Lincoln MKZ Base

Fargo, ND

UnscoredInsufficient · 0
$3,046172,667 mi

Fargo, ND

2012 Chevrolet Impala 2FL

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

2012 Chevrolet Impala 2FL

Fargo, ND

UnscoredInsufficient · 4
$3,091161,713 mi

Comparison: 4 similar vehicles

Fargo, ND

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Fargo, ND

Salvage title
$3,145158,936 mi

Fargo, ND

1999 Toyota Avalon XL

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

1999 Toyota Avalon XL

Fargo, ND

UnscoredInsufficient · 0
$3,187317,572 mi

Fargo, ND

2011 Buick LaCrosse CXL

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

2011 Buick LaCrosse CXL

Fargo, ND

UnscoredInsufficient · 0
$3,246220,227 mi

Fargo, ND

2008 Nissan Altima SE

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

2008 Nissan Altima SE

Fargo, ND

UnscoredInsufficient · 0
$3,264191,186 mi

Fargo, ND

2003 Buick Century Custom

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

2003 Buick Century Custom

Fargo, ND

UnscoredInsufficient · 0
$3,299221,407 mi

Fargo, ND

2008 Dodge Avenger SE

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

2008 Dodge Avenger SE

Fargo, ND

UnscoredInsufficient · 0
$3,327210,513 mi

Fargo, ND

2014 Dodge Avenger SE

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

2014 Dodge Avenger SE

Fargo, ND

UnscoredInsufficient · 3
$3,399163,472 mi

Comparison: 3 similar vehicles

Fargo, 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

2008 Cadillac DTS 1SC

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

2008 Cadillac DTS 1SC

Mandan, ND

UnscoredInsufficient · 0
$3,499211,446 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

2011 Chevrolet Malibu 1LT

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

2011 Chevrolet Malibu 1LT

Fargo, ND

UnscoredInsufficient · 0
$3,511195,657 mi

Fargo, ND

2010 Mazda MAZDA6 i Touring

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

2010 Mazda MAZDA6 i Touring

Fargo, ND

Salvage title
$3,660187,118 mi

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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