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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

11,050 listings found

2009 GMC Sierra 1500 Work Truck

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

2009 GMC Sierra 1500 Work Truck

Brimfield, MA

UnscoredInsufficient · 3
$2,995282,906 mi

Comparison: 3 similar vehicles

Brimfield, MA

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Brimfield, MA

UnscoredLimited · 7
$3,495Mileage not verified

Comparison: 7 similar vehicles

Brimfield, MA

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Worcester, MA

UnscoredLimited · 6
$3,499245,019 mi

Comparison: 6 similar vehicles

Worcester, MA

2002 Dodge Ram 1500 Pickup SLT

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

2002 Dodge Ram 1500 Pickup SLT

Lowell, MA

UnscoredInsufficient · 0
$3,875175,000 mi

Lowell, MA

2006 Ford F-350 Super Duty XLT

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

2006 Ford F-350 Super Duty XLT

Hillsborough, NH

UnscoredInsufficient · 0
$4,000150,000 mi

Hillsborough, NH

2008 Ford Explorer Sport Trac XLT

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

2008 Ford Explorer Sport Trac XLT

Manchester, NH

UnscoredInsufficient · 0
$4,498159,851 mi

Manchester, NH

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Southbridge, MA

UnscoredLimited · 6
$4,499148,221 mi

Comparison: 6 similar vehicles

Southbridge, MA

2009 Chevrolet Avalanche LT2

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

2009 Chevrolet Avalanche LT2

Worcester, MA

UnscoredInsufficient · 0
$4,500195,124 mi

Worcester, MA

2004 Chevrolet Silverado 1500 Base

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

2004 Chevrolet Silverado 1500 Base

Milford, NH

UnscoredInsufficient · 0
$4,50068,000 mi

Milford, NH

2011 Honda Ridgeline RTL

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

2011 Honda Ridgeline RTL

Worcester, MA

UnscoredLimited · 9
$4,599191,407 mi

Comparison: 9 similar vehicles

Worcester, MA

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Somers, CT

Salvage title
$4,950296,000 mi

Somers, CT

2005 Ford F-250 Super Duty XL

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

2005 Ford F-250 Super Duty XL

Hudson, NH

UnscoredInsufficient · 3
$4,99564,778 mi

Comparison: 3 similar vehicles

Hudson, NH

2005 Nissan Frontier LE

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

2005 Nissan Frontier LE

Gardner, MA

UnscoredInsufficient · 0
$4,995114,011 mi

Gardner, MA

2005 Ford F-350 Super Duty Chassis Cab XL

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

2005 Ford F-350 Super Duty Chassis Cab XL

Hillsborough, NH

UnscoredInsufficient · 0
$5,00060,000 mi

Hillsborough, NH

2002 Toyota Tacoma Base

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

2002 Toyota Tacoma Base

Hillsborough, NH

UnscoredInsufficient · 0
$5,000200,000 mi

Hillsborough, NH

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Holyoke, MA

UnscoredInsufficient · 3
$5,400329,573 mi

Comparison: 3 similar vehicles

Holyoke, MA

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Chelmsford, MA

Salvage title
$5,495173,646 mi

Chelmsford, MA

2008 Ford Ranger FX4 Off-Road

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

2008 Ford Ranger FX4 Off-Road

Springfield, MA

UnscoredInsufficient · 0
$5,500119,351 mi

Springfield, MA

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

Milford, NH

UnscoredInsufficient · 0
$5,500238,033 mi

Milford, NH

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Fitchburg, MA

UnscoredLimited · 14
$5,550265,000 mi

Comparison: 14 similar vehicles

Fitchburg, MA

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

Northbridge, MA

UnscoredLimited · 10
$5,700220,000 mi

Comparison: 10 similar vehicles

Northbridge, MA

2006 Ford F-350 Super Duty Chassis Cab XLT

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

2006 Ford F-350 Super Duty Chassis Cab XLT

Manchester, NH

UnscoredInsufficient · 0
$5,864197,042 mi

Manchester, NH

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Somers, CT

UnscoredInsufficient · 0
$5,950164,000 mi

Somers, CT

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Agawam, MA

UnscoredLimited · 11
$5,999197,278 mi

Comparison: 11 similar vehicles

Agawam, MA

2014 Nissan Frontier SL

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

2014 Nissan Frontier SL

Hillsborough, NH

UnscoredInsufficient · 4
$6,000130,000 mi

Comparison: 4 similar vehicles

Hillsborough, NH

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

Hudson, NH

UnscoredLimited · 7
$6,395315,774 mi

Comparison: 7 similar vehicles

Hudson, NH

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Dracut, MA

UnscoredInsufficient · 4
$6,495191,555 mi

Comparison: 4 similar vehicles

Dracut, MA

2013 RAM 1500 Pickup SLT

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

2013 RAM 1500 Pickup SLT

Shrewsbury, MA

UnscoredLimited · 7
$6,498245,110 mi

Comparison: 7 similar vehicles

Shrewsbury, MA

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

Milford, NH

UnscoredLimited · 9
$6,500132,558 mi

Comparison: 9 similar vehicles

Milford, NH

2007 GMC Sierra 1500 Work Truck

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

2007 GMC Sierra 1500 Work Truck

Adams, MA

UnscoredInsufficient · 0
$6,50084,444 mi

Adams, MA

2004 GMC Sierra 1500 SLT

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

2004 GMC Sierra 1500 SLT

Milford, NH

UnscoredInsufficient · 0
$6,500174,646 mi

Milford, NH

2003 Chevrolet Silverado 1500 LS

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

2003 Chevrolet Silverado 1500 LS

Milford, NH

UnscoredInsufficient · 0
$6,500132,268 mi

Milford, NH

2013 GMC Sierra 1500 Work Truck

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

2013 GMC Sierra 1500 Work Truck

Worcester, MA

UnscoredInsufficient · 0
$6,700168,993 mi

Worcester, MA

2013 Ford F-250 Super Duty XL

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

2013 Ford F-250 Super Duty XL

Gardner, MA

UnscoredLimited · 10
$6,900209,420 mi

Comparison: 10 similar vehicles

Gardner, MA

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

Milford, NH

UnscoredLimited · 7
$6,950125,022 mi

Comparison: 7 similar vehicles

Milford, NH

2006 Honda Ridgeline RT

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

2006 Honda Ridgeline RT

Pelham, NH

UnscoredInsufficient · 0
$6,950156,018 mi

Pelham, NH

2005 Chevrolet Colorado Z85

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

2005 Chevrolet Colorado Z85

East Longmeadow, MA

UnscoredInsufficient · 0
$6,98086,000 mi

East Longmeadow, MA

2013 Nissan Frontier S

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

2013 Nissan Frontier S

Gill, MA

UnscoredLimited · 8
$6,995139,443 mi

Comparison: 8 similar vehicles

Gill, MA

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

Manchester, NH

UnscoredLimited · 6
$6,995157,000 mi

Comparison: 6 similar vehicles

Manchester, NH

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

Chelmsford, MA

UnscoredInsufficient · 3
$6,995216,896 mi

Comparison: 3 similar vehicles

Chelmsford, MA

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

Palmer, MA

UnscoredInsufficient · 3
$6,995141,026 mi

Comparison: 3 similar vehicles

Palmer, MA

2014 Honda Ridgeline RTL

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

2014 Honda Ridgeline RTL

Pelham, NH

UnscoredInsufficient · 0
$7,000247,500 mi

Pelham, NH

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Worcester, MA

UnscoredModerate · 20
$7,195233,788 mi

Comparison: 20 similar vehicles

Worcester, MA

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Concord, MA

UnscoredLimited · 13
$7,300116,000 mi

Comparison: 13 similar vehicles

Concord, MA

2007 Chevrolet Silverado 2500HD LTZ

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

2007 Chevrolet Silverado 2500HD LTZ

Worcester, MA

UnscoredInsufficient · 0
$7,400176,017 mi

Worcester, MA

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Ashland, MA

UnscoredLimited · 10
$7,475199,100 mi

Comparison: 10 similar vehicles

Ashland, MA

2012 Nissan Frontier SL

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

2012 Nissan Frontier SL

Agawam, MA

UnscoredLimited · 6
$7,488184,635 mi

Comparison: 6 similar vehicles

Agawam, MA

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Manchester, NH

UnscoredLimited · 18
$7,495204,000 mi

Comparison: 18 similar vehicles

Manchester, NH

2010 Chevrolet Silverado 1500 LT

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

2010 Chevrolet Silverado 1500 LT

Manchester, NH

UnscoredLimited · 9
$7,495185,643 mi

Comparison: 9 similar vehicles

Manchester, NH

2012 Honda Ridgeline RTL

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

2012 Honda Ridgeline RTL

Pelham, NH

UnscoredInsufficient · 3
$7,500211,172 mi

Comparison: 3 similar vehicles

Pelham, NH

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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