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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

990 listings found

1997 Ford F-150 STANDARD

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

1997 Ford F-150 STANDARD

Missoula, MT

UnscoredInsufficient · 0
$2,495248,328 mi

Missoula, MT

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Missoula, MT

UnscoredInsufficient · 0
$3,995119,531 mi

Missoula, MT

2001 Chevrolet Silverado LS

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

2001 Chevrolet Silverado LS

Missoula, MT

UnscoredLimited · 5
$4,341272,727 mi

Comparison: 5 similar vehicles

Missoula, MT

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Missoula, MT

UnscoredInsufficient · 0
$5,000238,214 mi

Missoula, MT

2006 Ford F-150 Lariat

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

2006 Ford F-150 Lariat

Missoula, MT

UnscoredInsufficient · 0
$5,995227,261 mi

Missoula, MT

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Missoula, MT

UnscoredLimited · 5
$5,995218,044 mi

Comparison: 5 similar vehicles

Missoula, MT

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Ronan, MT

UnscoredInsufficient · 0
$6,298203,071 mi

Ronan, MT

2001 Ford F-150 LARIAT

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

2001 Ford F-150 LARIAT

Missoula, MT

UnscoredInsufficient · 0
$6,393223,470 mi

Missoula, MT

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Missoula, MT

UnscoredInsufficient · 0
$6,495210,103 mi

Missoula, MT

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

Missoula, MT

UnscoredInsufficient · 0
$6,500199,790 mi

Missoula, MT

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Missoula, MT

UnscoredInsufficient · 3
$6,893191,013 mi

Comparison: 3 similar vehicles

Missoula, MT

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Missoula, MT

UnscoredInsufficient · 0
$6,995247,096 mi

Missoula, MT

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

Missoula, MT

UnscoredInsufficient · 0
$7,995235,410 mi

Missoula, MT

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Missoula, MT

UnscoredInsufficient · 0
$7,995193,234 mi

Missoula, MT

No Photo

2005 Dodge Ram 1500 Pickup SLT

Missoula, MT

UnscoredLimited · 7
$8,393225,752 mi

Comparison: 7 similar vehicles

Missoula, MT

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Missoula, MT

UnscoredInsufficient · 0
$8,495213,608 mi

Missoula, MT

2011 GMC Sierra 1500 SLT

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

2011 GMC Sierra 1500 SLT

Missoula, MT

UnscoredInsufficient · 0
$8,900184,539 mi

Missoula, MT

2002 GMC Sierra 1500 SLE

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

2002 GMC Sierra 1500 SLE

Missoula, MT

UnscoredInsufficient · 0
$8,995213,087 mi

Missoula, MT

2008 Dodge Dakota SXT

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

2008 Dodge Dakota SXT

Missoula, MT

UnscoredInsufficient · 0
$9,583133,765 mi

Missoula, MT

2012 Ford F-150 Platinum

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

2012 Ford F-150 Platinum

Missoula, MT

UnscoredInsufficient · 0
$9,755189,015 mi

Missoula, MT

2017 Chevrolet Silverado 2500HD Work Truck

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

2017 Chevrolet Silverado 2500HD Work Truck

Missoula, MT

UnscoredInsufficient · 3
$9,988247,815 mi

Comparison: 3 similar vehicles

Missoula, MT

2004 Dodge Dakota SXT

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

2004 Dodge Dakota SXT

Lolo, MT

UnscoredInsufficient · 0
$9,99563,000 mi

Lolo, MT

2001 Dodge Ram Pickup ST

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

2001 Dodge Ram Pickup ST

Missoula, MT

UnscoredInsufficient · 0
$9,995155,265 mi

Missoula, MT

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Missoula, MT

UnscoredInsufficient · 4
$9,999195,362 mi

Comparison: 4 similar vehicles

Missoula, MT

1997 Chevrolet K1500 CHEYENNE

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

1997 Chevrolet K1500 CHEYENNE

Missoula, MT

UnscoredInsufficient · 0
$10,393218,483 mi

Missoula, MT

2013 RAM 1500 Pickup Laramie Longhorn

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

2013 RAM 1500 Pickup Laramie Longhorn

Missoula, MT

UnscoredLimited · 6
$10,995228,350 mi

Comparison: 6 similar vehicles

Missoula, MT

2010 Honda Ridgeline RTL

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

2010 Honda Ridgeline RTL

Missoula, MT

UnscoredInsufficient · 0
$10,995172,068 mi

Missoula, MT

2007 GMC Sierra 1500 SLE1

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

2007 GMC Sierra 1500 SLE1

Missoula, MT

UnscoredInsufficient · 0
$10,995122,340 mi

Missoula, MT

2004 Ford F-250 Super Duty Lariat

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

2004 Ford F-250 Super Duty Lariat

Missoula, MT

UnscoredInsufficient · 3
$10,995184,243 mi

Comparison: 3 similar vehicles

Missoula, MT

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Missoula, MT

UnscoredInsufficient · 0
$10,995177,737 mi

Missoula, MT

1999 Chevrolet Silverado BASE

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

1999 Chevrolet Silverado BASE

Missoula, MT

UnscoredInsufficient · 0
$10,995198,400 mi

Missoula, MT

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Missoula, MT

UnscoredLimited · 5
$11,250209,760 mi

Comparison: 5 similar vehicles

Missoula, MT

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Missoula, MT

UnscoredLimited · 9
$11,393225,535 mi

Comparison: 9 similar vehicles

Missoula, MT

No Photo

2012 GMC Sierra 1500 SLE

Missoula, MT

UnscoredInsufficient · 3
$11,393190,431 mi

Comparison: 3 similar vehicles

Missoula, MT

2013 Chevrolet Silverado 2500HD LT

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

2013 Chevrolet Silverado 2500HD LT

Missoula, MT

UnscoredInsufficient · 4
$11,988221,974 mi

Comparison: 4 similar vehicles

Missoula, MT

2016 Chevrolet Colorado Z71

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

2016 Chevrolet Colorado Z71

Missoula, MT

UnscoredLimited · 9
$11,995190,498 mi

Comparison: 9 similar vehicles

Missoula, MT

2012 Toyota Tundra Grade

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

2012 Toyota Tundra Grade

Missoula, MT

UnscoredInsufficient · 3
$11,995214,251 mi

Comparison: 3 similar vehicles

Missoula, MT

2008 Ford F-150 FX4

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

2008 Ford F-150 FX4

Missoula, MT

UnscoredInsufficient · 0
$11,995117,602 mi

Missoula, MT

2005 Chevrolet Silverado 2500HD LS

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

2005 Chevrolet Silverado 2500HD LS

Missoula, MT

UnscoredLimited · 5
$12,341152,866 mi

Comparison: 5 similar vehicles

Missoula, MT

2004 Ford F-150 XL

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

2004 Ford F-150 XL

Hamilton, MT

UnscoredInsufficient · 0
$12,85070,363 mi

Hamilton, MT

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Missoula, MT

UnscoredLimited · 5
$12,869147,950 mi

Comparison: 5 similar vehicles

Missoula, MT

2002 Chevrolet Silverado 1500 base

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

2002 Chevrolet Silverado 1500 base

Stevensville, MT

UnscoredInsufficient · 0
$12,950108,182 mi

Stevensville, MT

2010 Nissan Titan XE

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

2010 Nissan Titan XE

Missoula, MT

UnscoredInsufficient · 0
$12,990140,204 mi

Missoula, MT

2009 Ford F-350 Super Duty XL

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

2009 Ford F-350 Super Duty XL

Missoula, MT

UnscoredInsufficient · 0
$12,995163,858 mi

Missoula, MT

2005 Chevrolet Silverado 2500HD LT

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

2005 Chevrolet Silverado 2500HD LT

Missoula, MT

UnscoredInsufficient · 0
$12,999248,611 mi

Missoula, MT

2009 Ford F-350 Super Duty XLT

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

2009 Ford F-350 Super Duty XLT

Missoula, MT

UnscoredInsufficient · 0
$13,393231,884 mi

Missoula, MT

No Photo

2008 Toyota Tundra SR5

Missoula, MT

UnscoredInsufficient · 4
$13,393209,015 mi

Comparison: 4 similar vehicles

Missoula, MT

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Missoula, MT

UnscoredLimited · 6
$13,845194,756 mi

Comparison: 6 similar vehicles

Missoula, MT

2011 Nissan Titan S

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

2011 Nissan Titan S

Hamilton, MT

UnscoredInsufficient · 0
$13,850144,142 mi

Hamilton, MT

2016 RAM 1500 Pickup Laramie

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

2016 RAM 1500 Pickup Laramie

Missoula, MT

UnscoredInsufficient · 3
$13,988188,370 mi

Comparison: 3 similar vehicles

Missoula, MT

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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