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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

900 listings found

2004 Honda Accord EX

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

2004 Honda Accord EX

Billings, MT

UnscoredInsufficient · 0
$2,495162,665 mi

Billings, MT

No Photo

2012 Ford Fusion SEL

Kalispell, MT

UnscoredInsufficient · 0
$2,505Mileage not verified

Kalispell, MT

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Billings, MT

UnscoredInsufficient · 0
$2,995211,452 mi

Billings, MT

2008 Ford Taurus SEL

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

2008 Ford Taurus SEL

Billings, MT

UnscoredInsufficient · 0
$2,995178,871 mi

Billings, MT

2007 Chevrolet Aveo LS

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

2007 Chevrolet Aveo LS

Billings, MT

UnscoredInsufficient · 0
$2,995131,498 mi

Billings, MT

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

Eureka, MT

UnscoredInsufficient · 0
$2,995180,290 mi

Eureka, MT

2010 Ford Focus S

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

2010 Ford Focus S

Billings, MT

UnscoredInsufficient · 0
$3,200175,744 mi

Billings, MT

2011 Honda Civic EX

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

2011 Honda Civic EX

Billings, MT

UnscoredInsufficient · 0
$3,295135,894 mi

Billings, MT

2004 Kia Rio Base

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

2004 Kia Rio Base

Missoula, MT

UnscoredInsufficient · 0
$3,49590,928 mi

Missoula, MT

2003 Cadillac DeVille Base

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

2003 Cadillac DeVille Base

Billings, MT

UnscoredInsufficient · 0
$3,495190,580 mi

Billings, MT

2000 Nissan Maxima GXE

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

2000 Nissan Maxima GXE

Ulm, MT

UnscoredInsufficient · 0
$3,495227,263 mi

Ulm, MT

2006 Chevrolet Impala LT

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

2006 Chevrolet Impala LT

Billings, MT

UnscoredInsufficient · 0
$3,599189,242 mi

Billings, MT

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Ulm, MT

UnscoredInsufficient · 0
$3,895111,801 mi

Ulm, MT

2018 Ford Focus S

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

2018 Ford Focus S

Billings, MT

UnscoredInsufficient · 0
$3,995131,194 mi

Billings, MT

2016 Buick Verano 1SG

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

2016 Buick Verano 1SG

Billings, MT

UnscoredInsufficient · 0
$3,995181,928 mi

Billings, MT

2009 Chevrolet Impala LT

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

2009 Chevrolet Impala LT

Missoula, MT

UnscoredInsufficient · 0
$3,995196,194 mi

Missoula, MT

2004 Kia Optima LX

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

2004 Kia Optima LX

Ulm, MT

UnscoredInsufficient · 0
$3,995106,352 mi

Ulm, MT

2000 Mercury Sable LS PREMIUM

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

2000 Mercury Sable LS PREMIUM

Plains, MT

UnscoredInsufficient · 0
$3,995129,456 mi

Plains, MT

2003 Toyota Camry XLE

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

2003 Toyota Camry XLE

Missoula, MT

UnscoredInsufficient · 0
$4,000233,115 mi

Missoula, MT

2006 Chevrolet Cobalt LT

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

2006 Chevrolet Cobalt LT

Missoula, MT

UnscoredInsufficient · 0
$4,250203,319 mi

Missoula, MT

2007 Audi A8 Base

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

2007 Audi A8 Base

Billings, MT

UnscoredInsufficient · 0
$4,299155,349 mi

Billings, MT

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Billings, MT

UnscoredInsufficient · 0
$4,500125,256 mi

Billings, MT

2014 Ford Focus Titanium

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

2014 Ford Focus Titanium

Billings, MT

UnscoredInsufficient · 0
$4,899237,993 mi

Billings, MT

2013 Dodge Avenger SXT

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

2013 Dodge Avenger SXT

Missoula, MT

UnscoredInsufficient · 0
$4,988137,989 mi

Missoula, MT

2015 Nissan Altima SV

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

2015 Nissan Altima SV

Billings, MT

UnscoredInsufficient · 0
$4,995214,491 mi

Billings, MT

2014 Volkswagen Jetta TDI

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

2014 Volkswagen Jetta TDI

Billings, MT

UnscoredInsufficient · 0
$4,995175,261 mi

Billings, MT

2012 Lincoln MKZ Hybrid

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

2012 Lincoln MKZ Hybrid

Columbus, MT

UnscoredInsufficient · 0
$4,995147,126 mi

Columbus, MT

2008 Dodge Charger Base

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

2008 Dodge Charger Base

Whitehall, MT

UnscoredInsufficient · 0
$4,995154,409 mi

Whitehall, MT

2008 Chrysler 300 Touring

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

2008 Chrysler 300 Touring

Billings, MT

UnscoredInsufficient · 0
$4,995212,029 mi

Billings, MT

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Helena, MT

UnscoredInsufficient · 0
$4,995137,402 mi

Helena, MT

2005 Toyota Camry LE

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

2005 Toyota Camry LE

Billings, MT

UnscoredInsufficient · 0
$4,995237,145 mi

Billings, MT

2005 Volvo S60 2.4

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

2005 Volvo S60 2.4

Ulm, MT

UnscoredInsufficient · 0
$4,995205,700 mi

Ulm, MT

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Helena, MT

UnscoredInsufficient · 0
$4,999111,280 mi

Helena, MT

2005 Buick LaCrosse CXL

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

2005 Buick LaCrosse CXL

Helena, MT

UnscoredInsufficient · 0
$4,999153,318 mi

Helena, MT

2008 Kia Optima LX

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

2008 Kia Optima LX

Bozeman, MT

UnscoredInsufficient · 0
$5,319119,199 mi

Bozeman, MT

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Ulm, MT

UnscoredInsufficient · 0
$5,895153,622 mi

Ulm, MT

2007 Mercedes-Benz E-Class E550

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

2007 Mercedes-Benz E-Class E550

Laurel, MT

UnscoredInsufficient · 0
$5,900143,555 mi

Laurel, MT

2017 Nissan Versa Sedan S Plus

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

2017 Nissan Versa Sedan S Plus

Billings, MT

UnscoredInsufficient · 0
$5,977134,504 mi

Billings, MT

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Billings, MT

UnscoredInsufficient · 0
$5,977164,726 mi

Billings, MT

2009 Chevrolet Malibu LTZ

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

2009 Chevrolet Malibu LTZ

Billings, MT

UnscoredInsufficient · 0
$5,977143,167 mi

Billings, MT

2015 Ford Taurus SEL

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

2015 Ford Taurus SEL

Great Falls, MT

UnscoredInsufficient · 0
$5,995129,152 mi

Great Falls, MT

2014 Ford Focus SE

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

2014 Ford Focus SE

Billings, MT

UnscoredInsufficient · 0
$5,995101,617 mi

Billings, MT

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Ulm, MT

UnscoredInsufficient · 0
$5,995219,001 mi

Ulm, MT

2011 Audi A4 Premium

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

2011 Audi A4 Premium

Billings, MT

UnscoredInsufficient · 0
$5,995128,122 mi

Billings, MT

2006 Chrysler 300 C

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

2006 Chrysler 300 C

Missoula, MT

UnscoredInsufficient · 0
$5,995158,146 mi

Missoula, MT

No Photo

2014 Chevrolet Cruze LS

Helena, MT

UnscoredInsufficient · 0
$5,999225,200 mi

Helena, MT

2013 Ford Taurus Limited

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

2013 Ford Taurus Limited

Helena, MT

UnscoredInsufficient · 0
$5,999154,241 mi

Helena, MT

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

Bozeman, MT

UnscoredInsufficient · 0
$5,999152,179 mi

Bozeman, MT

2006 Cadillac DTS Luxury

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

2006 Cadillac DTS Luxury

Helena, MT

UnscoredInsufficient · 0
$5,999131,696 mi

Helena, MT

2005 Volkswagen New Jetta 2.5

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

2005 Volkswagen New Jetta 2.5

Billings, MT

UnscoredInsufficient · 0
$5,999143,937 mi

Billings, MT

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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