Skip to main content
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

8,505 listings found

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Billings, MT

UnscoredInsufficient · 0
$2,295259,151 mi

Billings, MT

2004 GMC Yukon XL SLE

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

2004 GMC Yukon XL SLE

Kalispell, MT

UnscoredInsufficient · 0
$2,432Mileage not verified

Kalispell, MT

1998 Jeep Cherokee SPORT

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

1998 Jeep Cherokee SPORT

Billings, MT

UnscoredInsufficient · 0
$2,777298,290 mi

Billings, MT

2002 GMC Yukon SLE

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

2002 GMC Yukon SLE

Livingston, MT

UnscoredInsufficient · 0
$2,950256,121 mi

Livingston, MT

2007 Nissan Pathfinder SE

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

2007 Nissan Pathfinder SE

Missoula, MT

UnscoredInsufficient · 0
$2,995290,199 mi

Missoula, MT

2003 GMC Yukon SLE

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

2003 GMC Yukon SLE

Evergreen, MT

UnscoredInsufficient · 0
$2,995Mileage not verified

Evergreen, MT

2000 Ford Expedition EDDIE BAUER

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

2000 Ford Expedition EDDIE BAUER

Billings, MT

UnscoredInsufficient · 0
$2,995289,824 mi

Billings, MT

1999 Dodge Durango SLT

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

1999 Dodge Durango SLT

Ulm, MT

UnscoredInsufficient · 0
$2,995263,970 mi

Ulm, MT

2000 Jeep Grand Cherokee LAREDO

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

2000 Jeep Grand Cherokee LAREDO

Helena, MT

UnscoredInsufficient · 0
$2,999294,957 mi

Helena, MT

2010 Hyundai Santa Fe GLS

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

2010 Hyundai Santa Fe GLS

Billings, MT

UnscoredInsufficient · 0
$3,495210,944 mi

Billings, MT

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Billings, MT

UnscoredInsufficient · 0
$3,500200,563 mi

Billings, MT

1999 Jeep Grand Cherokee LIMITED

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

1999 Jeep Grand Cherokee LIMITED

Missoula, MT

UnscoredInsufficient · 0
$3,500227,120 mi

Missoula, MT

2004 Ford Explorer XLS

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

2004 Ford Explorer XLS

Missoula, MT

UnscoredInsufficient · 0
$3,841191,326 mi

Missoula, MT

2001 Jeep Grand Cherokee LIMITED

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

2001 Jeep Grand Cherokee LIMITED

Billings, MT

UnscoredInsufficient · 0
$3,850174,300 mi

Billings, MT

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Billings, MT

UnscoredInsufficient · 0
$3,900179,745 mi

Billings, MT

2004 Chevrolet Tahoe LS

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

2004 Chevrolet Tahoe LS

Billings, MT

UnscoredInsufficient · 0
$3,977227,541 mi

Billings, MT

2015 Ford Expedition Limited

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

2015 Ford Expedition Limited

Missoula, MT

UnscoredInsufficient · 0
$3,995221,492 mi

Missoula, MT

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Lewistown, MT

UnscoredInsufficient · 0
$3,995213,831 mi

Lewistown, MT

2003 Subaru Forester XS

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

2003 Subaru Forester XS

Great Falls, MT

UnscoredInsufficient · 0
$3,995268,416 mi

Great Falls, MT

2003 Honda CR-V EX

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

2003 Honda CR-V EX

Billings, MT

UnscoredInsufficient · 0
$3,995215,336 mi

Billings, MT

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

Evergreen, MT

UnscoredInsufficient · 0
$3,995213,235 mi

Evergreen, MT

2008 Subaru Forester 2.5 X

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

2008 Subaru Forester 2.5 X

Billings, MT

UnscoredInsufficient · 0
$3,999244,700 mi

Billings, MT

2006 GMC Envoy SLE

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

2006 GMC Envoy SLE

Billings, MT

UnscoredInsufficient · 0
$3,999132,386 mi

Billings, MT

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Billings, MT

UnscoredInsufficient · 0
$3,999175,606 mi

Billings, MT

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Helena, MT

UnscoredInsufficient · 0
$3,999253,531 mi

Helena, MT

2002 Dodge Durango SLT

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

2002 Dodge Durango SLT

Helena, MT

UnscoredInsufficient · 0
$3,999219,214 mi

Helena, MT

2001 Jeep Grand Cherokee LIMITED

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

2001 Jeep Grand Cherokee LIMITED

Billings, MT

UnscoredInsufficient · 0
$3,999Mileage not verified

Billings, MT

2003 Honda CR-V EX

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

2003 Honda CR-V EX

Ronan, MT

UnscoredInsufficient · 0
$4,297238,390 mi

Ronan, MT

2011 Honda Pilot Touring

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

2011 Honda Pilot Touring

Billings, MT

UnscoredInsufficient · 0
$4,488233,066 mi

Billings, MT

2002 Ford Explorer XLT

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

2002 Ford Explorer XLT

Billings, MT

UnscoredInsufficient · 0
$4,500143,225 mi

Billings, MT

2000 Ford Explorer EDDIE BAUER

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

2000 Ford Explorer EDDIE BAUER

Missoula, MT

UnscoredInsufficient · 0
$4,500197,555 mi

Missoula, MT

2003 Honda Element EX

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

2003 Honda Element EX

Whitehall, MT

UnscoredInsufficient · 0
$4,750238,980 mi

Whitehall, MT

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Missoula, MT

UnscoredInsufficient · 0
$4,812230,422 mi

Missoula, MT

2008 Ford Escape Limited

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

2008 Ford Escape Limited

Missoula, MT

UnscoredInsufficient · 0
$4,850228,836 mi

Missoula, MT

1999 GMC Yukon SLE

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

1999 GMC Yukon SLE

Billings, MT

UnscoredInsufficient · 0
$4,900286,184 mi

Billings, MT

2002 Chevrolet Tahoe LS

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

2002 Chevrolet Tahoe LS

Billings, MT

UnscoredInsufficient · 0
$4,903255,417 mi

Billings, MT

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Bozeman, MT

UnscoredInsufficient · 4
$4,923201,012 mi

Comparison: 4 similar vehicles

Bozeman, MT

2006 Nissan Pathfinder S

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

2006 Nissan Pathfinder S

Helena, MT

UnscoredInsufficient · 0
$4,943220,105 mi

Helena, MT

2015 Buick Encore Leather

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

2015 Buick Encore Leather

Billings, MT

UnscoredInsufficient · 0
$4,977220,317 mi

Billings, MT

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Billings, MT

UnscoredInsufficient · 0
$4,977224,666 mi

Billings, MT

2009 Jeep Patriot Sport

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

2009 Jeep Patriot Sport

Helena, MT

UnscoredInsufficient · 0
$4,987142,779 mi

Helena, MT

2013 Ford Flex Limited

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

2013 Ford Flex Limited

Missoula, MT

UnscoredInsufficient · 0
$4,995190,987 mi

Missoula, MT

2009 Mercedes-Benz M-Class ML350

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

2009 Mercedes-Benz M-Class ML350

Billings, MT

UnscoredInsufficient · 0
$4,995201,199 mi

Billings, MT

2005 Dodge Durango Limited

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

2005 Dodge Durango Limited

Great Falls, MT

UnscoredInsufficient · 0
$4,995199,529 mi

Great Falls, MT

2005 Dodge Durango SLT

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

2005 Dodge Durango SLT

Missoula, MT

UnscoredInsufficient · 0
$4,995129,634 mi

Missoula, MT

2005 Chevrolet Tahoe LS

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

2005 Chevrolet Tahoe LS

Helena, MT

UnscoredInsufficient · 0
$4,995205,415 mi

Helena, MT

2005 Chevrolet Tahoe LS

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

2005 Chevrolet Tahoe LS

Missoula, MT

UnscoredInsufficient · 0
$4,995212,000 mi

Missoula, MT

2004 Ford Expedition XLT

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

2004 Ford Expedition XLT

Ulm, MT

UnscoredInsufficient · 0
$4,995Mileage not verified

Ulm, MT

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Missoula, MT

UnscoredInsufficient · 0
$4,995216,755 mi

Missoula, MT

2003 Dodge Durango SPORT

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

2003 Dodge Durango SPORT

Billings, MT

UnscoredInsufficient · 0
$4,995151,000 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

Explore Popular Markets

Independent, evidence-backed pricing intelligence for every major US metro

We collect personal information as described in our Notice at Collection and Privacy Policy. You may opt out of the sale or sharing of your personal information.