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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

2,971 listings found

2009 Ford F-250 Super Duty XLT

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

2009 Ford F-250 Super Duty XLT

Edinboro, PA

UnscoredInsufficient · 0
$5,394113,999 mi

Edinboro, PA

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Irving, NY

UnscoredInsufficient · 4
$7,500177,000 mi

Comparison: 4 similar vehicles

Irving, NY

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

Erie, PA

UnscoredLimited · 17
$7,999214,017 mi

Comparison: 17 similar vehicles

Erie, PA

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

Youngsville, PA

Fair PriceRobust · 183
$8,695Mileage not verified

Market: $5,900 – $27,000

Comparison: 183 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Youngsville, PA

2010 Suzuki Equator Premium

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

2010 Suzuki Equator Premium

Erie, PA

UnscoredInsufficient · 0
$8,999159,132 mi

Erie, PA

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

Erie, PA

UnscoredModerate · 30
$9,999145,995 mi

Comparison: 30 similar vehicles

Erie, PA

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

Chaffee, NY

UnscoredModerate · 21
$9,999149,315 mi

Comparison: 21 similar vehicles

Chaffee, NY

2009 Toyota Tacoma Base

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

2009 Toyota Tacoma Base

Waterford, PA

UnscoredLimited · 18
$9,999260,316 mi

Comparison: 18 similar vehicles

Waterford, PA

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Edinboro, PA

UnscoredModerate · 26
$10,394125,114 mi

Comparison: 26 similar vehicles

Edinboro, PA

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Olean, NY

UnscoredRobust · 91
$10,500178,541 mi

Comparison: 91 similar vehicles

Olean, 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

Erie, PA

UnscoredLimited · 5
$10,500147,738 mi

Comparison: 5 similar vehicles

Erie, 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

Erie, PA

UnscoredRobust · 58
$10,500123,200 mi

Comparison: 58 similar vehicles

Erie, PA

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Hamburg, NY

UnscoredInsufficient · 0
$10,995152,000 mi

Hamburg, NY

2011 Chevrolet Colorado 1LT

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

2011 Chevrolet Colorado 1LT

Erie, PA

UnscoredInsufficient · 0
$10,999123,714 mi

Erie, PA

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

Erie, PA

UnscoredLimited · 5
$11,478162,345 mi

Comparison: 5 similar vehicles

Erie, PA

2013 Chevrolet Silverado 2500HD LT

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

2013 Chevrolet Silverado 2500HD LT

Edinboro, PA

UnscoredModerate · 32
$11,485134,883 mi

Comparison: 32 similar vehicles

Edinboro, PA

2014 RAM 1500 Longhorn Limited

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

2014 RAM 1500 Longhorn Limited

Erie, PA

UnscoredInsufficient · 0
$11,499193,518 mi

Erie, PA

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

Erie, PA

UnscoredRobust · 261
$12,199202,397 mi

Comparison: 261 similar vehicles

Erie, PA

2009 Ford F-350 Super Duty Chassis Cab XL

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

2009 Ford F-350 Super Duty Chassis Cab XL

Titusville, PA

UnscoredInsufficient · 0
$12,467110,688 mi

Titusville, PA

2002 Ford F-350 Super Duty Lariat

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

2002 Ford F-350 Super Duty Lariat

Springville, NY

UnscoredInsufficient · 0
$12,899209,100 mi

Springville, NY

2006 Ford F-350 Super Duty Chassis Cab XL

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

2006 Ford F-350 Super Duty Chassis Cab XL

Erie, PA

UnscoredInsufficient · 0
$12,98776,078 mi

Erie, PA

2012 Chevrolet Silverado 1500 LTZ

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

2012 Chevrolet Silverado 1500 LTZ

Olean, NY

UnscoredInsufficient · 4
$12,995129,524 mi

Comparison: 4 similar vehicles

Olean, NY

2017 Chevrolet Silverado 1500 Work Truck 1WT

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

2017 Chevrolet Silverado 1500 Work Truck 1WT

Waterford, PA

Fair PriceRobust · 52
$12,999111,239 mi

Market: $8,200 – $21,900

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 132 days listed (based on current market benchmarks)

Waterford, PA

2013 Ford F-150 STX

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

2013 Ford F-150 STX

Waterford, PA

UnscoredModerate · 28
$12,999197,226 mi

Comparison: 28 similar vehicles

Waterford, PA

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Waterford, PA

OverpricedLimited · 17
$12,999196,812 mi

Market: $10,393 – $12,385

Comparison: 17 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Waterford, PA

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Edinboro, PA

UnscoredRobust · 308
$13,290154,767 mi

Comparison: 308 similar vehicles

Edinboro, PA

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

Erie, PA

UnscoredLimited · 6
$13,386134,508 mi

Comparison: 6 similar vehicles

Erie, PA

No Photo

2011 Ford F-150 XLT

Erie, PA

Fair PriceRobust · 71
$13,386119,281 mi

Market: $3,995 – $18,995

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Erie, PA

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

Waterford, PA

UnscoredInsufficient · 4
$13,470114,949 mi

Comparison: 4 similar vehicles

Waterford, PA

1999 GMC Sierra SLE

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

1999 GMC Sierra SLE

North East, PA

UnscoredInsufficient · 0
$13,483133,767 mi

North East, PA

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

Edinboro, PA

UnscoredLimited · 10
$13,485137,553 mi

Comparison: 10 similar vehicles

Edinboro, PA

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

Erie, PA

UnscoredModerate · 42
$13,491134,161 mi

Comparison: 42 similar vehicles

Erie, PA

2015 Chevrolet Colorado Z71

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

2015 Chevrolet Colorado Z71

Erie, PA

UnscoredRobust · 59
$13,900146,885 mi

Comparison: 59 similar vehicles

Erie, PA

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

Erie, PA

UnscoredLimited · 6
$13,999183,888 mi

Comparison: 6 similar vehicles

Erie, PA

No Photo

2012 RAM 1500 Pickup Big Horn/Lone Star

Erie, PA

UnscoredInsufficient · 4
$14,386147,441 mi

Comparison: 4 similar vehicles

Erie, PA

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Erie, PA

UnscoredModerate · 47
$14,386152,542 mi

Comparison: 47 similar vehicles

Erie, PA

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Warren, PA

UnscoredInsufficient · 0
$14,48849,466 mi

Warren, PA

2010 Toyota Tundra Limited

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

2010 Toyota Tundra Limited

Titusville, PA

UnscoredInsufficient · 0
$14,495184,871 mi

Titusville, PA

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

Olean, NY

Fair PriceLimited · 10
$14,900114,662 mi

Market: $8,450 – $17,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Olean, NY

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Jamestown, NY

UnscoredInsufficient · 3
$14,995149,562 mi

Comparison: 3 similar vehicles

Jamestown, 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

Jamestown, NY

UnscoredLimited · 9
$14,995167,454 mi

Comparison: 9 similar vehicles

Jamestown, NY

2011 Chevrolet Avalanche LT

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

2011 Chevrolet Avalanche LT

Waterford, PA

UnscoredLimited · 7
$14,999150,708 mi

Comparison: 7 similar vehicles

Waterford, PA

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

Gowanda, NY

UnscoredInsufficient · 4
$15,000152,921 mi

Comparison: 4 similar vehicles

Gowanda, 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

Erie, PA

UnscoredInsufficient · 4
$15,300156,000 mi

Comparison: 4 similar vehicles

Erie, PA

No Photo

2015 Ford F-150 XLT

Erie, PA

UnscoredRobust · 261
$15,386171,839 mi

Comparison: 261 similar vehicles

Erie, 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

Erie, PA

UnscoredRobust · 77
$15,478141,266 mi

Comparison: 77 similar vehicles

Erie, PA

2014 Ford F-150 FX2

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

2014 Ford F-150 FX2

North East, PA

UnscoredInsufficient · 0
$15,483160,000 mi

North East, PA

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

Fredonia, NY

UnscoredLimited · 11
$15,900155,556 mi

Comparison: 11 similar vehicles

Fredonia, NY

2019 RAM 1500 Classic Tradesman

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

2019 RAM 1500 Classic Tradesman

Sunset Bay, NY

UnscoredModerate · 33
$15,924124,261 mi

Comparison: 33 similar vehicles

Sunset Bay, NY

2013 Toyota Tacoma Base

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

2013 Toyota Tacoma Base

Lakewood, NY

Fair PriceModerate · 49
$15,928112,063 mi

Market: $11,490 – $24,981

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Lakewood, 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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