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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

3,946 listings found

2004 Ford Explorer Sport Trac XLT

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

2004 Ford Explorer Sport Trac XLT

Pawling, NY

UnscoredInsufficient · 4
$4,375187,000 mi

Comparison: 4 similar vehicles

Pawling, NY

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

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Middletown, NY

UnscoredModerate · 22
$5,800163,755 mi

Comparison: 22 similar vehicles

Middletown, NY

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

New Windsor, NY

UnscoredLimited · 8
$5,90090,000 mi

Comparison: 8 similar vehicles

New Windsor, NY

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

Hyde Park, NY

UnscoredRobust · 68
$6,900170,141 mi

Comparison: 68 similar vehicles

Hyde Park, NY

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Tillson, NY

UnscoredLimited · 6
$6,900162,358 mi

Comparison: 6 similar vehicles

Tillson, NY

2012 Chevrolet Colorado 1LT

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

2012 Chevrolet Colorado 1LT

Montgomery, NY

UnscoredLimited · 13
$6,995157,387 mi

Comparison: 13 similar vehicles

Montgomery, NY

2008 Dodge Ram 1500 Pickup SLT

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

2008 Dodge Ram 1500 Pickup SLT

Newburgh, NY

UnscoredLimited · 6
$6,995114,687 mi

Comparison: 6 similar vehicles

Newburgh, NY

2004 Nissan Frontier SC

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

2004 Nissan Frontier SC

New Windsor, NY

UnscoredInsufficient · 0
$6,995126,010 mi

New Windsor, NY

2012 Nissan Frontier PRO-4X

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

2012 Nissan Frontier PRO-4X

Pawling, NY

UnscoredLimited · 8
$7,178181,224 mi

Comparison: 8 similar vehicles

Pawling, NY

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

Montgomery, NY

UnscoredLimited · 10
$7,995143,659 mi

Comparison: 10 similar vehicles

Montgomery, NY

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

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

Arlington, NY

UnscoredRobust · 115
$8,995207,817 mi

Comparison: 115 similar vehicles

Arlington, NY

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

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Montgomery, NY

UnscoredModerate · 26
$8,995147,082 mi

Comparison: 26 similar vehicles

Montgomery, NY

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Mahopac, NY

UnscoredInsufficient · 3
$8,995124,709 mi

Comparison: 3 similar vehicles

Mahopac, NY

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 Ford F-150 XL

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

2018 Ford F-150 XL

Highland, NY

UnscoredRobust · 297
$9,950168,363 mi

Comparison: 297 similar vehicles

Highland, NY

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

Glenmont, NY

UnscoredInsufficient · 3
$9,995137,318 mi

Comparison: 3 similar vehicles

Glenmont, NY

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Poughkeepsie, NY

UnscoredModerate · 24
$9,995156,835 mi

Comparison: 24 similar vehicles

Poughkeepsie, NY

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

Highland, NY

UnscoredLimited · 13
$9,995156,321 mi

Comparison: 13 similar vehicles

Highland, NY

2012 Chevrolet Silverado 2500HD Work Truck

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

2012 Chevrolet Silverado 2500HD Work Truck

Patterson, NY

UnscoredInsufficient · 3
$9,999136,560 mi

Comparison: 3 similar vehicles

Patterson, NY

2009 Ford F-150 FX4

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

2009 Ford F-150 FX4

Glenmont, NY

UnscoredInsufficient · 0
$10,495134,984 mi

Glenmont, NY

2014 Toyota Tundra SR5

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

2014 Toyota Tundra SR5

Pawling, NY

UnscoredLimited · 5
$10,678212,744 mi

Comparison: 5 similar vehicles

Pawling, 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

Rensselaer, NY

UnscoredLimited · 6
$10,888123,000 mi

Comparison: 6 similar vehicles

Rensselaer, NY

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

New Milford, CT

UnscoredInsufficient · 3
$10,950122,150 mi

Comparison: 3 similar vehicles

New Milford, CT

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

Poughkeepsie, NY

UnscoredRobust · 61
$10,995168,228 mi

Comparison: 61 similar vehicles

Poughkeepsie, NY

2008 Honda Ridgeline RTL

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

2008 Honda Ridgeline RTL

Liberty, NY

UnscoredLimited · 6
$10,999146,172 mi

Comparison: 6 similar vehicles

Liberty, NY

2004 Chevrolet Silverado 1500 LS

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

2004 Chevrolet Silverado 1500 LS

Hudson, NY

UnscoredLimited · 6
$11,17485,386 mi

Comparison: 6 similar vehicles

Hudson, NY

2010 Ford F-150 XLT

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

2010 Ford F-150 XLT

Pawling, NY

Fair PriceModerate · 21
$11,495103,000 mi

Market: $3,000 – $15,999

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 604 days listed (based on current market benchmarks)

Pawling, NY

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Highland, NY

UnscoredModerate · 29
$11,500124,697 mi

Comparison: 29 similar vehicles

Highland, NY

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Highland, NY

UnscoredRobust · 100
$11,599182,338 mi

Comparison: 100 similar vehicles

Highland, NY

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

Fort Montgomery, NY

UnscoredLimited · 13
$11,995134,589 mi

Comparison: 13 similar vehicles

Fort Montgomery, NY

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Rensselaer, NY

UnscoredLimited · 8
$12,588150,000 mi

Comparison: 8 similar vehicles

Rensselaer, NY

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

New Hampton, NY

UnscoredLimited · 5
$12,895145,617 mi

Comparison: 5 similar vehicles

New Hampton, NY

2012 Nissan Frontier SV

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

2012 Nissan Frontier SV

Newburgh, NY

Fair PriceModerate · 24
$12,90068,999 mi

Market: $5,550 – $18,854

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 225 days listed (based on current market benchmarks)

Newburgh, NY

2016 RAM 1500 Pickup Express

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

2016 RAM 1500 Pickup Express

Highland, NY

UnscoredLimited · 6
$12,950150,452 mi

Comparison: 6 similar vehicles

Highland, NY

2011 Honda Ridgeline RTL

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

2011 Honda Ridgeline RTL

New Windsor, NY

Fair PriceLimited · 18
$12,995100,199 mi

Market: $4,599 – $16,995

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 84 days listed (based on current market benchmarks)

New Windsor, NY

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

Saugerties, NY

OverpricedLimited · 18
$12,995124,018 mi

Market: $3,500 – $10,900

Comparison: 18 similar vehicles

Priced ~19% above the typical market range for similar vehicles (based on current market benchmarks)

Saugerties, 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

Mahopac, NY

Fair PriceModerate · 23
$12,999117,099 mi

Market: $8,987 – $19,999

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Mahopac, NY

2006 Ford F-250 Super Duty XLT

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

2006 Ford F-250 Super Duty XLT

Newburgh, NY

UnscoredInsufficient · 3
$12,99969,275 mi

Comparison: 3 similar vehicles

Newburgh, NY

2016 RAM 1500 Pickup Laramie Limited

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

2016 RAM 1500 Pickup Laramie Limited

Poughkeepsie, NY

UnscoredLimited · 6
$13,000164,748 mi

Comparison: 6 similar vehicles

Poughkeepsie, NY

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

New Windsor, NY

UnscoredRobust · 80
$13,175156,450 mi

Comparison: 80 similar vehicles

New Windsor, 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

Wingdale, NY

UnscoredLimited · 16
$13,195130,950 mi

Comparison: 16 similar vehicles

Wingdale, NY

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Rensselaer, NY

UnscoredRobust · 207
$13,488122,000 mi

Comparison: 207 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

New Milford, CT

UnscoredLimited · 15
$13,995125,615 mi

Comparison: 15 similar vehicles

New Milford, CT

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

New Milford, CT

UnscoredInsufficient · 4
$13,995170,578 mi

Comparison: 4 similar vehicles

New Milford, CT

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

New Windsor, NY

OverpricedModerate · 23
$13,995104,409 mi

Market: $8,197 – $12,495

Comparison: 23 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

New Windsor, NY

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

Arlington, NY

Fair PriceRobust · 88
$13,995119,586 mi

Market: $7,499 – $19,994

Comparison: 88 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Arlington, NY

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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