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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

4,155 listings found

2001 Ford F-150 XL

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

2001 Ford F-150 XL

South Burlington, VT

UnscoredInsufficient · 0
$4,000213,302 mi

South Burlington, VT

2008 Mitsubishi Raider LS 2wd

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

2008 Mitsubishi Raider LS 2wd

Saint Albans City, VT

UnscoredInsufficient · 0
$5,796177,175 mi

Saint Albans City, VT

1999 Ford F-150 XL

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

1999 Ford F-150 XL

Burlington, VT

UnscoredInsufficient · 0
$5,995216,474 mi

Burlington, VT

2006 GMC Canyon WT

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

2006 GMC Canyon WT

Dannemora, NY

UnscoredInsufficient · 0
$6,995Mileage not verified

Dannemora, NY

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Burlington, VT

UnscoredLimited · 8
$7,500175,614 mi

Comparison: 8 similar vehicles

Burlington, VT

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

Burlington, VT

UnscoredInsufficient · 0
$7,900209,859 mi

Burlington, VT

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Burlington, VT

UnscoredLimited · 8
$8,334121,000 mi

Comparison: 8 similar vehicles

Burlington, VT

2006 Dodge Ram 1500 Pickup Laramie

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

2006 Dodge Ram 1500 Pickup Laramie

Burlington, VT

UnscoredInsufficient · 0
$8,473153,953 mi

Burlington, VT

2011 Toyota Tundra Grade

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

2011 Toyota Tundra Grade

New Haven, VT

UnscoredModerate · 21
$8,900210,000 mi

Comparison: 21 similar vehicles

New Haven, VT

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Burlington, VT

UnscoredInsufficient · 0
$8,99498,126 mi

Burlington, VT

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Swanton, VT

UnscoredLimited · 5
$8,995186,953 mi

Comparison: 5 similar vehicles

Swanton, VT

2007 Nissan Frontier LE

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

2007 Nissan Frontier LE

Swanton, VT

UnscoredInsufficient · 0
$8,99597,622 mi

Swanton, VT

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Burlington, VT

UnscoredInsufficient · 0
$9,681142,190 mi

Burlington, VT

2009 Chevrolet Avalanche LS

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

2009 Chevrolet Avalanche LS

Burlington, VT

UnscoredInsufficient · 0
$9,748147,133 mi

Burlington, VT

2000 Chevrolet C3500 BASE

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

2000 Chevrolet C3500 BASE

Morristown, VT

UnscoredInsufficient · 0
$9,900168,000 mi

Morristown, VT

2007 Dodge Ram 1500 Pickup ST

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

2007 Dodge Ram 1500 Pickup ST

South Burlington, VT

UnscoredInsufficient · 0
$9,995125,441 mi

South Burlington, VT

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Burlington, VT

UnscoredInsufficient · 4
$10,500166,586 mi

Comparison: 4 similar vehicles

Burlington, VT

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Saint Albans City, VT

UnscoredLimited · 9
$10,795192,958 mi

Comparison: 9 similar vehicles

Saint Albans City, VT

2009 Ford F-150 STX

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

2009 Ford F-150 STX

Burlington, VT

UnscoredInsufficient · 0
$10,92794,086 mi

Burlington, VT

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

Milton, VT

Salvage title
$10,990112,102 mi

Milton, VT

2008 Nissan Titan LE

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

2008 Nissan Titan LE

Burlington, VT

UnscoredInsufficient · 0
$11,133113,605 mi

Burlington, VT

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

South Burlington, VT

UnscoredInsufficient · 4
$11,497135,815 mi

Comparison: 4 similar vehicles

South Burlington, VT

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Morristown, VT

UnscoredModerate · 24
$11,500170,068 mi

Comparison: 24 similar vehicles

Morristown, VT

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Milton, VT

Salvage title
$11,99057,979 mi

Milton, VT

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Burlington, VT

UnscoredModerate · 20
$11,991188,581 mi

Comparison: 20 similar vehicles

Burlington, VT

2018 GMC Sierra 1500 Base

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

2018 GMC Sierra 1500 Base

South Burlington, VT

UnscoredLimited · 12
$11,995165,232 mi

Comparison: 12 similar vehicles

South Burlington, VT

2014 GMC Sierra 1500 SLT

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

2014 GMC Sierra 1500 SLT

Montpelier, VT

UnscoredModerate · 43
$11,995234,188 mi

Comparison: 43 similar vehicles

Montpelier, VT

2008 Toyota Tundra Grade

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

2008 Toyota Tundra Grade

South Burlington, VT

UnscoredInsufficient · 0
$11,995143,412 mi

South Burlington, VT

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Salisbury, VT

UnscoredInsufficient · 4
$11,999171,704 mi

Comparison: 4 similar vehicles

Salisbury, VT

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Burlington, VT

UnscoredInsufficient · 3
$12,351139,443 mi

Comparison: 3 similar vehicles

Burlington, VT

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

South Burlington, VT

UnscoredInsufficient · 0
$12,497104,740 mi

South Burlington, VT

2014 Toyota Tacoma Base

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

2014 Toyota Tacoma Base

Saint Albans City, VT

UnscoredLimited · 9
$12,498160,333 mi

Comparison: 9 similar vehicles

Saint Albans City, VT

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Barre, VT

Fair PriceLimited · 13
$12,500117,612 mi

Market: $8,995 – $16,400

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Barre, VT

2011 RAM 1500 Pickup Sport

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

2011 RAM 1500 Pickup Sport

Burlington, VT

UnscoredInsufficient · 0
$12,575123,106 mi

Burlington, VT

2009 Chevrolet Avalanche LS

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

2009 Chevrolet Avalanche LS

Burlington, VT

UnscoredInsufficient · 0
$12,635145,097 mi

Burlington, VT

2017 Chevrolet Colorado Z71

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

2017 Chevrolet Colorado Z71

South Burlington, VT

UnscoredLimited · 5
$12,700163,010 mi

Comparison: 5 similar vehicles

South Burlington, VT

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Milton, VT

UnscoredInsufficient · 4
$12,950178,418 mi

Comparison: 4 similar vehicles

Milton, VT

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Burlington, VT

UnscoredLimited · 11
$12,991162,906 mi

Comparison: 11 similar vehicles

Burlington, VT

2012 RAM 1500 Pickup Laramie Longhorn

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

2012 RAM 1500 Pickup Laramie Longhorn

Burlington, VT

UnscoredInsufficient · 0
$12,99196,449 mi

Burlington, VT

2016 Ford F-150 XL

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

2016 Ford F-150 XL

South Burlington, VT

UnscoredLimited · 9
$12,995178,338 mi

Comparison: 9 similar vehicles

South Burlington, VT

2015 Toyota Tacoma Base

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

2015 Toyota Tacoma Base

South Burlington, VT

UnscoredLimited · 7
$12,995206,042 mi

Comparison: 7 similar vehicles

South Burlington, VT

2012 RAM 1500 Pickup SLT

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

2012 RAM 1500 Pickup SLT

South Burlington, VT

UnscoredLimited · 9
$12,995131,935 mi

Comparison: 9 similar vehicles

South Burlington, VT

2010 Chevrolet Silverado 1500 LS

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

2010 Chevrolet Silverado 1500 LS

Dannemora, NY

UnscoredInsufficient · 0
$12,995103,250 mi

Dannemora, NY

2015 RAM 1500 Pickup Big Horn/Lone Star

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

2015 RAM 1500 Pickup Big Horn/Lone Star

Essex Junction, VT

UnscoredLimited · 16
$12,999208,081 mi

Comparison: 16 similar vehicles

Essex Junction, VT

2016 RAM 1500 Pickup Rebel

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

2016 RAM 1500 Pickup Rebel

Plattsburgh, NY

UnscoredInsufficient · 0
$13,398158,711 mi

Plattsburgh, NY

2017 Ford F-150 XL

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

2017 Ford F-150 XL

Burlington, VT

UnscoredModerate · 25
$13,500198,287 mi

Comparison: 25 similar vehicles

Burlington, VT

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

South Burlington, VT

UnscoredLimited · 9
$13,895163,640 mi

Comparison: 9 similar vehicles

South Burlington, VT

2015 Ford F-150 XL

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

2015 Ford F-150 XL

South Burlington, VT

UnscoredModerate · 21
$13,895149,942 mi

Comparison: 21 similar vehicles

South Burlington, VT

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Hinesburg, VT

UnscoredLimited · 5
$13,90080,331 mi

Comparison: 5 similar vehicles

Hinesburg, VT

2016 Chevrolet Colorado Work Truck

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

2016 Chevrolet Colorado Work Truck

Saint Albans City, VT

UnscoredInsufficient · 3
$13,949109,528 mi

Comparison: 3 similar vehicles

Saint Albans City, VT

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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