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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

22,979 listings found

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

Putnam, CT

UnscoredLimited · 7
$3,450236,507 mi

Comparison: 7 similar vehicles

Putnam, CT

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

2007 Chevrolet Silverado 2500HD WT

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

2007 Chevrolet Silverado 2500HD WT

Salem, NH

UnscoredInsufficient · 0
$3,800264,542 mi

Salem, NH

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

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Attleboro, MA

UnscoredLimited · 9
$3,900183,000 mi

Comparison: 9 similar vehicles

Attleboro, MA

2010 Honda Ridgeline RT

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

2010 Honda Ridgeline RT

Dartmouth, MA

UnscoredInsufficient · 0
$3,900204,774 mi

Dartmouth, MA

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

New Bedford, MA

UnscoredInsufficient · 3
$3,995201,179 mi

Comparison: 3 similar vehicles

New Bedford, MA

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

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Brockton, MA

UnscoredLimited · 5
$4,500254,440 mi

Comparison: 5 similar vehicles

Brockton, MA

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 · 5
$4,599191,407 mi

Comparison: 5 similar vehicles

Worcester, MA

2014 Ford F-150 STX

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

2014 Ford F-150 STX

Millis, MA

UnscoredLimited · 11
$4,900194,000 mi

Comparison: 11 similar vehicles

Millis, MA

2010 Honda Ridgeline RTL

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

2010 Honda Ridgeline RTL

Woonsocket, RI

UnscoredInsufficient · 0
$4,950265,485 mi

Woonsocket, RI

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

Rockland, MA

UnscoredInsufficient · 0
$4,990184,369 mi

Rockland, MA

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

2003 Toyota Tundra SR5

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

2003 Toyota Tundra SR5

Attleboro, MA

UnscoredInsufficient · 3
$4,995121,584 mi

Comparison: 3 similar vehicles

Attleboro, MA

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Hanover, MA

UnscoredInsufficient · 3
$5,483128,026 mi

Comparison: 3 similar vehicles

Hanover, 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 Chevrolet Silverado 2500HD Work Truck

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

2008 Chevrolet Silverado 2500HD Work Truck

Boston, MA

UnscoredInsufficient · 0
$5,499191,350 mi

Boston, 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 · 15
$5,550265,000 mi

Comparison: 15 similar vehicles

Fitchburg, MA

2012 Chevrolet Colorado 1LT

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

2012 Chevrolet Colorado 1LT

Brockton, MA

UnscoredInsufficient · 0
$5,650170,695 mi

Brockton, 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

2009 Dodge Ram 1500 Pickup SLT

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

2009 Dodge Ram 1500 Pickup SLT

Boston, MA

UnscoredLimited · 5
$5,799178,190 mi

Comparison: 5 similar vehicles

Boston, MA

2012 Toyota Tacoma Base

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

2012 Toyota Tacoma Base

Warwick, RI

UnscoredLimited · 7
$5,850219,553 mi

Comparison: 7 similar vehicles

Warwick, RI

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

Waltham, MA

UnscoredInsufficient · 0
$5,850154,155 mi

Waltham, MA

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Millis, MA

UnscoredLimited · 17
$5,900191,000 mi

Comparison: 17 similar vehicles

Millis, MA

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Millis, MA

UnscoredInsufficient · 3
$5,900190,000 mi

Comparison: 3 similar vehicles

Millis, MA

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

Millis, MA

UnscoredModerate · 27
$5,900136,000 mi

Comparison: 27 similar vehicles

Millis, MA

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

Millis, MA

UnscoredModerate · 21
$5,900167,000 mi

Comparison: 21 similar vehicles

Millis, MA

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Millis, MA

UnscoredModerate · 32
$5,900150,000 mi

Comparison: 32 similar vehicles

Millis, 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

Pembroke, MA

UnscoredLimited · 6
$5,900126,318 mi

Comparison: 6 similar vehicles

Pembroke, MA

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

North Reading, MA

UnscoredInsufficient · 0
$5,995195,311 mi

North Reading, MA

No Photo

2011 Chevrolet Silverado 1500 LTZ

Plaistow, NH

UnscoredInsufficient · 3
$5,999233,528 mi

Comparison: 3 similar vehicles

Plaistow, 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

2005 Chevrolet Colorado Z71 LS

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

2005 Chevrolet Colorado Z71 LS

New Bedford, MA

UnscoredInsufficient · 0
$6,400147,054 mi

New Bedford, MA

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Cumberland, RI

UnscoredInsufficient · 0
$6,40060,000 mi

Cumberland, RI

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 · 6
$6,498245,110 mi

Comparison: 6 similar vehicles

Shrewsbury, MA

2011 Honda Ridgeline RT

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

2011 Honda Ridgeline RT

Attleboro, MA

UnscoredInsufficient · 0
$6,500195,882 mi

Attleboro, 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

2009 Toyota Tacoma Base

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

2009 Toyota Tacoma Base

Boston, MA

UnscoredLimited · 8
$6,500179,949 mi

Comparison: 8 similar vehicles

Boston, MA

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Brockton, MA

UnscoredInsufficient · 0
$6,500181,411 mi

Brockton, 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

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Brockton, MA

UnscoredLimited · 5
$6,790249,551 mi

Comparison: 5 similar vehicles

Brockton, MA

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Methuen, MA

UnscoredLimited · 6
$6,800198,978 mi

Comparison: 6 similar vehicles

Methuen, MA

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 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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