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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 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

2,753 listings found

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Wysox, PA

UnscoredLimited · 13
$6,995141,826 mi

Comparison: 13 similar vehicles

Wysox, PA

2001 Toyota Tacoma Base

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

2001 Toyota Tacoma Base

Almond, NY

UnscoredInsufficient · 0
$7,995177,093 mi

Almond, NY

1997 Nissan Truck XE

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

1997 Nissan Truck XE

Almond, NY

UnscoredInsufficient · 0
$7,99593,576 mi

Almond, NY

1997 Toyota T100 SR5

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

1997 Toyota T100 SR5

Almond, NY

UnscoredInsufficient · 0
$7,995231,021 mi

Almond, NY

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

Corning, NY

UnscoredModerate · 20
$7,998160,513 mi

Comparison: 20 similar vehicles

Corning, NY

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

Montour Falls, NY

UnscoredInsufficient · 4
$8,495120,981 mi

Comparison: 4 similar vehicles

Montour Falls, NY

2005 GMC Sierra 1500 Work Truck

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

2005 GMC Sierra 1500 Work Truck

Corning, NY

UnscoredInsufficient · 0
$8,495160,725 mi

Corning, NY

2011 Ford F-450 Super Duty Chassis Cab XLT

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

2011 Ford F-450 Super Duty Chassis Cab XLT

Elmira, NY

UnscoredInsufficient · 3
$8,990199,323 mi

Comparison: 3 similar vehicles

Elmira, NY

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Mansfield, PA

UnscoredLimited · 8
$9,95097,985 mi

Comparison: 8 similar vehicles

Mansfield, PA

No Photo

2013 RAM 1500 Pickup Outdoorsman

Towanda, PA

UnscoredInsufficient · 0
$9,995157,700 mi

Towanda, PA

2011 Nissan Frontier S

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

2011 Nissan Frontier S

Corning, NY

UnscoredInsufficient · 0
$9,995117,826 mi

Corning, NY

2012 Toyota Tundra Limited

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

2012 Toyota Tundra Limited

Wellsboro, PA

UnscoredLimited · 10
$10,245234,473 mi

Comparison: 10 similar vehicles

Wellsboro, PA

2016 Nissan Frontier S

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

2016 Nissan Frontier S

Geneva, NY

UnscoredInsufficient · 0
$11,495166,800 mi

Geneva, NY

2016 Chevrolet Silverado 1500 Custom

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

2016 Chevrolet Silverado 1500 Custom

Elmira, NY

UnscoredLimited · 9
$11,990143,588 mi

Comparison: 9 similar vehicles

Elmira, NY

2015 Nissan Frontier SV

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

2015 Nissan Frontier SV

Montour Falls, NY

UnscoredLimited · 16
$11,995146,675 mi

Comparison: 16 similar vehicles

Montour Falls, 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

Wysox, PA

UnscoredRobust · 142
$11,995130,657 mi

Comparison: 142 similar vehicles

Wysox, PA

2010 GMC Canyon SLE

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

2010 GMC Canyon SLE

Corning, NY

UnscoredInsufficient · 3
$11,99588,990 mi

Comparison: 3 similar vehicles

Corning, NY

2005 Chevrolet Silverado 1500 LS

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

2005 Chevrolet Silverado 1500 LS

Towanda, PA

UnscoredInsufficient · 4
$11,995165,192 mi

Comparison: 4 similar vehicles

Towanda, PA

2003 Subaru Baja Sport

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

2003 Subaru Baja Sport

Nelson, PA

UnscoredInsufficient · 0
$11,995106,000 mi

Nelson, PA

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

Corning, NY

UnscoredModerate · 38
$11,998145,189 mi

Comparison: 38 similar vehicles

Corning, 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

Elmira, NY

UnscoredLimited · 8
$11,999172,585 mi

Comparison: 8 similar vehicles

Elmira, 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

Ithaca, NY

UnscoredLimited · 5
$11,999132,504 mi

Comparison: 5 similar vehicles

Ithaca, NY

2012 Toyota Tacoma Base

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

2012 Toyota Tacoma Base

Mansfield, PA

UnscoredRobust · 88
$12,950164,085 mi

Comparison: 88 similar vehicles

Mansfield, PA

2017 Chevrolet Silverado 1500 LT Z71

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

2017 Chevrolet Silverado 1500 LT Z71

Corning, NY

UnscoredLimited · 14
$13,495175,090 mi

Comparison: 14 similar vehicles

Corning, NY

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Wysox, PA

UnscoredLimited · 12
$13,995146,775 mi

Comparison: 12 similar vehicles

Wysox, PA

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

Corning, NY

UnscoredRobust · 55
$13,995125,300 mi

Comparison: 55 similar vehicles

Corning, 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

Penn Yan, NY

UnscoredInsufficient · 0
$13,99557,348 mi

Penn Yan, NY

2015 GMC Sierra 1500 SLT

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

2015 GMC Sierra 1500 SLT

Elmira, NY

UnscoredRobust · 67
$14,490167,325 mi

Comparison: 67 similar vehicles

Elmira, NY

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Dansville, NY

UnscoredLimited · 11
$14,995150,000 mi

Comparison: 11 similar vehicles

Dansville, NY

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Wysox, PA

UnscoredLimited · 12
$14,995132,940 mi

Comparison: 12 similar vehicles

Wysox, PA

2019 Chevrolet Colorado Work Truck

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

2019 Chevrolet Colorado Work Truck

Wysox, PA

UnscoredRobust · 94
$14,995131,656 mi

Comparison: 94 similar vehicles

Wysox, PA

2019 Chevrolet Silverado 1500 Work Truck

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

2019 Chevrolet Silverado 1500 Work Truck

Wysox, PA

Fair PriceModerate · 22
$14,995110,106 mi

Market: $13,675 – $20,499

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Wysox, PA

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

Wysox, PA

UnscoredRobust · 178
$14,995146,991 mi

Comparison: 178 similar vehicles

Wysox, PA

2016 Ford F-250 Super Duty XL

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

2016 Ford F-250 Super Duty XL

Corning, NY

Fair PriceModerate · 25
$14,995102,726 mi

Market: $7,999 – $39,500

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Corning, 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

Sayre, PA

UnscoredRobust · 228
$14,995130,508 mi

Comparison: 228 similar vehicles

Sayre, PA

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

Horseheads, NY

UnscoredLimited · 19
$14,995135,416 mi

Comparison: 19 similar vehicles

Horseheads, NY

No Photo

2014 Chevrolet Silverado 1500 LT

Corning, NY

UnscoredRobust · 116
$14,995129,825 mi

Comparison: 116 similar vehicles

Corning, NY

2011 Nissan Frontier SV

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

2011 Nissan Frontier SV

Corning, NY

UnscoredInsufficient · 0
$14,99553,700 mi

Corning, NY

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Corning, NY

UnscoredInsufficient · 0
$14,99555,569 mi

Corning, NY

2019 Chevrolet Silverado 1500 LD LT

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

2019 Chevrolet Silverado 1500 LD LT

Wysox, PA

UnscoredInsufficient · 3
$15,995168,918 mi

Comparison: 3 similar vehicles

Wysox, PA

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

Vestal, NY

Great DealLimited · 11
$15,99599,154 mi

Market: $18,995 – $19,995

Comparison: 11 similar vehicles

Competitively priced ~16% below the typical range compared to similar vehicles · 24 days listed (based on current market benchmarks)

Vestal, NY

2016 RAM 1500 Rebel

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

2016 RAM 1500 Rebel

Wysox, PA

UnscoredInsufficient · 0
$15,995149,152 mi

Wysox, PA

2015 GMC Sierra 1500 SLT

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

2015 GMC Sierra 1500 SLT

Towanda, PA

UnscoredRobust · 78
$15,995173,597 mi

Comparison: 78 similar vehicles

Towanda, PA

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)

Towanda, PA

UnscoredLimited · 6
$15,99588,797 mi

Comparison: 6 similar vehicles

Towanda, PA

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

Horseheads, NY

UnscoredInsufficient · 4
$16,295128,432 mi

Comparison: 4 similar vehicles

Horseheads, NY

2018 RAM 1500 Pickup Express

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

2018 RAM 1500 Pickup Express

Corning, NY

UnscoredInsufficient · 4
$16,900102,000 mi

Comparison: 4 similar vehicles

Corning, 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

Elmira, NY

UnscoredRobust · 121
$16,990129,200 mi

Comparison: 121 similar vehicles

Elmira, NY

2022 Ford Maverick XL

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

2022 Ford Maverick XL

Dansville, NY

Fair PriceModerate · 22
$16,99594,000 mi

Market: $15,500 – $25,489

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Dansville, 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

Horseheads, NY

Fair PriceLimited · 17
$16,99593,737 mi

Market: $14,450 – $23,690

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 175 days listed (based on current market benchmarks)

Horseheads, 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

Owego, NY

Fair PriceModerate · 21
$16,995120,000 mi

Market: $8,987 – $19,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Owego, 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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