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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 16, 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

5,566 listings found

2006 Ford F-150 FX4

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

2006 Ford F-150 FX4

Rutland, VT

UnscoredInsufficient · 0
$3,900185,403 mi

Rutland, VT

2009 Suzuki Equator Sport

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

2009 Suzuki Equator Sport

West Rutland, VT

UnscoredInsufficient · 0
$3,995156,905 mi

West Rutland, VT

2005 Ford Explorer Sport Trac Adrenalin

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

2005 Ford Explorer Sport Trac Adrenalin

West Rutland, VT

UnscoredInsufficient · 0
$3,995Mileage not verified

West Rutland, VT

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

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

Rutland, VT

UnscoredLimited · 10
$5,900155,098 mi

Comparison: 10 similar vehicles

Rutland, 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

Rutland, VT

UnscoredRobust · 114
$5,995180,649 mi

Comparison: 114 similar vehicles

Rutland, VT

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

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Rutland, VT

UnscoredInsufficient · 4
$8,900117,720 mi

Comparison: 4 similar vehicles

Rutland, 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

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

Rutland, VT

Fair PriceLimited · 14
$8,995131,536 mi

Market: $5,995 – $14,900

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Rutland, 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

UnscoredInsufficient · 4
$8,995186,953 mi

Comparison: 4 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

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

West Rutland, VT

UnscoredInsufficient · 0
$8,995135,347 mi

West Rutland, VT

2011 Ford F-150 FX4

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

2011 Ford F-150 FX4

Rutland, VT

UnscoredInsufficient · 4
$9,000131,361 mi

Comparison: 4 similar vehicles

Rutland, 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

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

Rutland, VT

Fair PriceLimited · 19
$9,900108,915 mi

Market: $7,995 – $21,800

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Rutland, VT

2007 GMC Sierra Classic 1500 SL1

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

2007 GMC Sierra Classic 1500 SL1

Rutland, VT

UnscoredInsufficient · 0
$9,90098,827 mi

Rutland, 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

2008 Ford F-350 Super Duty XL

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

2008 Ford F-350 Super Duty XL

Enosburg, VT

UnscoredInsufficient · 0
$10,399233,245 mi

Enosburg, 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 · 7
$10,795192,958 mi

Comparison: 7 similar vehicles

Saint Albans City, VT

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Rutland, VT

Great DealModerate · 28
$10,900113,516 mi

Market: $11,995 – $24,950

Comparison: 28 similar vehicles

Competitively priced ~9% below the typical range compared to similar vehicles · 441 days listed (based on current market benchmarks)

Rutland, 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
$10,93594,086 mi

Burlington, 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

2002 Chevrolet Silverado 3500 base

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

2002 Chevrolet Silverado 3500 base

Hartford, VT

UnscoredInsufficient · 0
$11,895153,175 mi

Hartford, 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

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 · 5
$11,995165,232 mi

Comparison: 5 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

Hartford, VT

Fair PriceModerate · 39
$11,995234,188 mi

Market: $5,950 – $27,995

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Hartford, 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

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 · 12
$12,500117,612 mi

Market: $8,995 – $14,900

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 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

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Newport, VT

UnscoredInsufficient · 4
$12,900194,165 mi

Comparison: 4 similar vehicles

Newport, 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

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 · 8
$12,995178,338 mi

Comparison: 8 similar vehicles

South Burlington, VT

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Rutland, VT

Fair PriceRobust · 129
$12,995177,431 mi

Market: $7,995 – $28,062

Comparison: 129 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 337 days listed (based on current market benchmarks)

Rutland, 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

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

Rutland, VT

Fair PriceModerate · 38
$12,995158,709 mi

Market: $8,800 – $19,500

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Rutland, VT

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

Bennington, VT

Fair PriceRobust · 88
$12,995140,583 mi

Market: $5,900 – $22,900

Comparison: 88 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Bennington, 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

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Rutland, VT

UnscoredInsufficient · 0
$12,99541,707 mi

Rutland, 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 · 5
$12,998160,333 mi

Comparison: 5 similar vehicles

Saint Albans City, VT

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 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 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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