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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

8,911 listings found

2011 Honda Ridgeline RTL

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

2011 Honda Ridgeline RTL

East Windsor, CT

UnscoredLimited · 17
$4,999229,032 mi

Comparison: 17 similar vehicles

East Windsor, CT

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

2008 Ford F-150 STX

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

2008 Ford F-150 STX

Saugerties, NY

UnscoredInsufficient · 0
$5,495141,065 mi

Saugerties, NY

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

2013 Nissan Titan PRO-4X

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

2013 Nissan Titan PRO-4X

Brattleboro, VT

UnscoredInsufficient · 0
$5,816194,468 mi

Brattleboro, VT

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

Schenectady, NY

UnscoredLimited · 7
$5,995147,502 mi

Comparison: 7 similar vehicles

Schenectady, NY

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

2009 Honda Ridgeline RTS

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

2009 Honda Ridgeline RTS

Windsor Locks, CT

UnscoredInsufficient · 3
$6,000176,221 mi

Comparison: 3 similar vehicles

Windsor Locks, CT

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Albany, NY

UnscoredLimited · 6
$6,000150,000 mi

Comparison: 6 similar vehicles

Albany, NY

2006 Nissan Titan XE

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

2006 Nissan Titan XE

Torrington, CT

UnscoredInsufficient · 3
$6,299137,150 mi

Comparison: 3 similar vehicles

Torrington, CT

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

Hoosick Falls, NY

UnscoredInsufficient · 0
$6,49585,712 mi

Hoosick Falls, NY

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

North Adams, MA

UnscoredInsufficient · 0
$6,50084,444 mi

North Adams, 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

Schenectady, NY

UnscoredLimited · 10
$6,900195,865 mi

Comparison: 10 similar vehicles

Schenectady, NY

No Photo

2010 Ford F-150 XL

Agawam, MA

UnscoredInsufficient · 3
$6,950168,013 mi

Comparison: 3 similar vehicles

Agawam, MA

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

2014 Chevrolet Silverado 1500 2LT

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

2014 Chevrolet Silverado 1500 2LT

East Windsor, CT

UnscoredInsufficient · 3
$6,999224,579 mi

Comparison: 3 similar vehicles

East Windsor, CT

2010 Toyota Tacoma Base

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

2010 Toyota Tacoma Base

Stillwater, NY

Fair PriceRobust · 67
$7,00072,907 mi

Market: $6,995 – $17,999

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Stillwater, NY

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 · 7
$7,488184,635 mi

Comparison: 7 similar vehicles

Agawam, MA

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Stillwater, NY

UnscoredLimited · 6
$7,499109,672 mi

Comparison: 6 similar vehicles

Stillwater, NY

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Springfield, MA

UnscoredInsufficient · 0
$7,500209,665 mi

Springfield, MA

2005 Nissan Frontier Nismo

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

2005 Nissan Frontier Nismo

Troy, NY

UnscoredInsufficient · 4
$7,795137,825 mi

Comparison: 4 similar vehicles

Troy, NY

2011 Honda Ridgeline RTL

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

2011 Honda Ridgeline RTL

Schenectady, NY

UnscoredLimited · 10
$7,900202,162 mi

Comparison: 10 similar vehicles

Schenectady, NY

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

Springfield, MA

UnscoredRobust · 65
$7,987234,147 mi

Comparison: 65 similar vehicles

Springfield, MA

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

Springfield, MA

UnscoredLimited · 18
$7,987204,598 mi

Comparison: 18 similar vehicles

Springfield, MA

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

Hoosick Falls, NY

UnscoredLimited · 6
$7,995113,592 mi

Comparison: 6 similar vehicles

Hoosick Falls, NY

2012 GMC Canyon SLE2

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

2012 GMC Canyon SLE2

Troy, NY

UnscoredInsufficient · 0
$7,995102,233 mi

Troy, NY

2011 Honda Ridgeline RTS

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

2011 Honda Ridgeline RTS

East Windsor, CT

UnscoredInsufficient · 0
$7,995154,093 mi

East Windsor, CT

2004 Nissan Titan LE

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

2004 Nissan Titan LE

Chicopee, MA

UnscoredInsufficient · 0
$7,995175,255 mi

Chicopee, MA

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Agawam, MA

UnscoredLimited · 9
$8,100201,000 mi

Comparison: 9 similar vehicles

Agawam, MA

2015 Chevrolet Silverado 2500HD LT

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

2015 Chevrolet Silverado 2500HD LT

Agawam, MA

UnscoredRobust · 56
$8,100292,684 mi

Comparison: 56 similar vehicles

Agawam, MA

2012 RAM 2500 Pickup SLT

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

2012 RAM 2500 Pickup SLT

Troy, NY

UnscoredInsufficient · 0
$8,100176,315 mi

Troy, NY

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

Holyoke, MA

UnscoredLimited · 17
$8,200184,151 mi

Comparison: 17 similar vehicles

Holyoke, MA

2020 RAM 1500 Classic Tradesman

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

2020 RAM 1500 Classic Tradesman

Westfield, MA

UnscoredLimited · 14
$8,495151,900 mi

Comparison: 14 similar vehicles

Westfield, MA

2007 Hummer H2 SUT

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

2007 Hummer H2 SUT

Valley Falls, NY

UnscoredInsufficient · 0
$8,500Mileage not verified

Valley Falls, NY

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

Schenectady, NY

UnscoredLimited · 5
$8,900143,719 mi

Comparison: 5 similar vehicles

Schenectady, NY

2002 Toyota Tacoma Base

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

2002 Toyota Tacoma Base

Southwick, MA

UnscoredInsufficient · 4
$8,900124,555 mi

Comparison: 4 similar vehicles

Southwick, MA

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Rensselaer, NY

UnscoredRobust · 55
$8,950171,120 mi

Comparison: 55 similar vehicles

Rensselaer, NY

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Springfield, MA

UnscoredLimited · 18
$8,987180,807 mi

Comparison: 18 similar vehicles

Springfield, MA

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Salisbury, CT

UnscoredLimited · 7
$8,995207,452 mi

Comparison: 7 similar vehicles

Salisbury, CT

2016 GMC Sierra 1500 SLE

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

2016 GMC Sierra 1500 SLE

Albany, NY

UnscoredModerate · 41
$8,995171,150 mi

Comparison: 41 similar vehicles

Albany, NY

2011 RAM Dakota Big Horn (Lone Star)

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

2011 RAM Dakota Big Horn (Lone Star)

East Windsor, CT

UnscoredInsufficient · 4
$8,99599,505 mi

Comparison: 4 similar vehicles

East Windsor, CT

2008 GMC Sierra 2500HD Work Truck

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

2008 GMC Sierra 2500HD Work Truck

Hoosick Falls, NY

UnscoredInsufficient · 0
$8,99544,126 mi

Hoosick Falls, NY

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

Schenectady, NY

UnscoredLimited · 6
$8,995145,078 mi

Comparison: 6 similar vehicles

Schenectady, NY

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

Holyoke, MA

UnscoredInsufficient · 4
$9,275159,980 mi

Comparison: 4 similar vehicles

Holyoke, MA

2019 Chevrolet Colorado LT

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

2019 Chevrolet Colorado LT

Rensselaer, NY

UnscoredRobust · 62
$9,488207,000 mi

Comparison: 62 similar vehicles

Rensselaer, NY

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Rensselaer, NY

UnscoredRobust · 84
$9,488171,000 mi

Comparison: 84 similar vehicles

Rensselaer, NY

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

Westfield, MA

UnscoredInsufficient · 3
$9,499148,380 mi

Comparison: 3 similar vehicles

Westfield, MA

2011 Toyota Tacoma PreRunner

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

2011 Toyota Tacoma PreRunner

Simsbury, CT

UnscoredInsufficient · 0
$9,500200,313 mi

Simsbury, CT

2019 Nissan Frontier SV

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

2019 Nissan Frontier SV

Springfield, MA

UnscoredLimited · 6
$9,887134,767 mi

Comparison: 6 similar vehicles

Springfield, 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 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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