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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

1,023 listings found

2003 GMC Sonoma SL

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

2003 GMC Sonoma SL

Barbourville, KY

UnscoredInsufficient · 3
$3,500168,651 mi

Comparison: 3 similar vehicles

Barbourville, KY

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Hazard, KY

UnscoredInsufficient · 0
$3,996180,199 mi

Hazard, KY

2007 Ford F-150 XLT

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

2007 Ford F-150 XLT

West Liberty, KY

UnscoredLimited · 16
$4,500236,944 mi

Comparison: 16 similar vehicles

West Liberty, KY

2004 Nissan Frontier XE

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

2004 Nissan Frontier XE

London, KY

UnscoredLimited · 10
$4,950231,274 mi

Comparison: 10 similar vehicles

London, KY

1999 Ford F-150 XLT

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

1999 Ford F-150 XLT

Wooton, KY

UnscoredInsufficient · 4
$5,99983,056 mi

Comparison: 4 similar vehicles

Wooton, KY

2012 Nissan Titan SV

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

2012 Nissan Titan SV

Pikeville, KY

UnscoredLimited · 9
$6,995169,118 mi

Comparison: 9 similar vehicles

Pikeville, KY

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

Hazard, KY

UnscoredModerate · 30
$6,996190,000 mi

Comparison: 30 similar vehicles

Hazard, KY

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Hazard, KY

UnscoredLimited · 12
$6,996201,269 mi

Comparison: 12 similar vehicles

Hazard, KY

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

London, KY

UnscoredModerate · 31
$7,950207,444 mi

Comparison: 31 similar vehicles

London, KY

2015 GMC Sierra 1500 1SA

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

2015 GMC Sierra 1500 1SA

Hazard, KY

UnscoredLimited · 8
$7,990249,080 mi

Comparison: 8 similar vehicles

Hazard, KY

2009 Chevrolet Colorado Work Truck

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

2009 Chevrolet Colorado Work Truck

London, KY

UnscoredInsufficient · 3
$7,990153,642 mi

Comparison: 3 similar vehicles

London, KY

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

Prestonsburg, KY

Fair PriceRobust · 97
$7,995107,335 mi

Market: $6,999 – $22,325

Comparison: 97 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Prestonsburg, KY

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

Clintwood, VA

UnscoredLimited · 6
$7,995223,967 mi

Comparison: 6 similar vehicles

Clintwood, VA

2011 RAM 1500 Pickup ST

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

2011 RAM 1500 Pickup ST

London, KY

UnscoredLimited · 9
$8,950166,650 mi

Comparison: 9 similar vehicles

London, KY

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

Pikeville, KY

UnscoredInsufficient · 4
$8,995226,829 mi

Comparison: 4 similar vehicles

Pikeville, KY

2011 Chevrolet Silverado 2500HD Work Truck

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

2011 Chevrolet Silverado 2500HD Work Truck

Jackson, KY

UnscoredLimited · 12
$9,988158,579 mi

Comparison: 12 similar vehicles

Jackson, KY

2005 Chevrolet Silverado 3500 Work

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

2005 Chevrolet Silverado 3500 Work

Hazard, KY

UnscoredInsufficient · 0
$9,990287,865 mi

Hazard, KY

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

Pikeville, KY

UnscoredModerate · 23
$9,995131,268 mi

Comparison: 23 similar vehicles

Pikeville, KY

2009 Toyota Tundra SR5

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

2009 Toyota Tundra SR5

Pikeville, KY

UnscoredInsufficient · 0
$9,995167,480 mi

Pikeville, KY

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Hazard, KY

UnscoredModerate · 33
$10,490191,434 mi

Comparison: 33 similar vehicles

Hazard, KY

2011 Chevrolet Silverado 2500HD 1LT

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

2011 Chevrolet Silverado 2500HD 1LT

Wise, VA

UnscoredLimited · 9
$10,799194,465 mi

Comparison: 9 similar vehicles

Wise, VA

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

London, KY

UnscoredLimited · 9
$10,900189,927 mi

Comparison: 9 similar vehicles

London, KY

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

London, KY

UnscoredModerate · 45
$10,990153,068 mi

Comparison: 45 similar vehicles

London, KY

2014 Ford F-150 Limited

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

2014 Ford F-150 Limited

London, KY

UnscoredLimited · 5
$10,990173,795 mi

Comparison: 5 similar vehicles

London, KY

2013 Nissan Titan SV

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

2013 Nissan Titan SV

London, KY

UnscoredInsufficient · 3
$10,990128,184 mi

Comparison: 3 similar vehicles

London, KY

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

London, KY

UnscoredLimited · 6
$10,990168,646 mi

Comparison: 6 similar vehicles

London, KY

2009 Chevrolet Avalanche LT1

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

2009 Chevrolet Avalanche LT1

London, KY

UnscoredInsufficient · 0
$10,990195,873 mi

London, KY

2008 Ford F-250 Super Duty Lariat

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

2008 Ford F-250 Super Duty Lariat

London, KY

UnscoredInsufficient · 3
$10,990149,589 mi

Comparison: 3 similar vehicles

London, KY

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

Pikeville, KY

UnscoredRobust · 67
$10,995144,895 mi

Comparison: 67 similar vehicles

Pikeville, KY

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

Pikeville, KY

UnscoredModerate · 24
$10,995175,816 mi

Comparison: 24 similar vehicles

Pikeville, KY

2007 Dodge Ram 2500 Pickup SLT

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

2007 Dodge Ram 2500 Pickup SLT

Big Stone Gap, VA

UnscoredLimited · 6
$10,995154,911 mi

Comparison: 6 similar vehicles

Big Stone Gap, VA

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

Wise, VA

UnscoredModerate · 40
$11,199132,659 mi

Comparison: 40 similar vehicles

Wise, VA

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

West Liberty, KY

UnscoredLimited · 5
$11,800159,461 mi

Comparison: 5 similar vehicles

West Liberty, KY

2011 RAM 2500 Pickup SLT

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

2011 RAM 2500 Pickup SLT

London, KY

Salvage title
$11,900230,961 mi

London, KY

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

Hazard, KY

UnscoredInsufficient · 3
$11,990187,320 mi

Comparison: 3 similar vehicles

Hazard, KY

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

Norton, VA

UnscoredModerate · 32
$11,999186,530 mi

Comparison: 32 similar vehicles

Norton, VA

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

Hazard, KY

UnscoredLimited · 14
$12,490133,669 mi

Comparison: 14 similar vehicles

Hazard, KY

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

Paintsville, KY

UnscoredLimited · 6
$12,68965,252 mi

Comparison: 6 similar vehicles

Paintsville, KY

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

Paintsville, KY

UnscoredRobust · 71
$12,797156,107 mi

Comparison: 71 similar vehicles

Paintsville, KY

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

London, KY

Fair PriceModerate · 49
$12,90098,423 mi

Market: $7,999 – $19,323

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 146 days listed (based on current market benchmarks)

London, KY

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

Hagerhill, KY

UnscoredRobust · 172
$12,950144,897 mi

Comparison: 172 similar vehicles

Hagerhill, KY

2016 Nissan Frontier SV

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

2016 Nissan Frontier SV

Pikeville, KY

UnscoredRobust · 84
$12,995158,408 mi

Comparison: 84 similar vehicles

Pikeville, KY

2014 GMC Sierra 1500 Denali

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

2014 GMC Sierra 1500 Denali

Big Stone Gap, VA

UnscoredInsufficient · 4
$12,999210,409 mi

Comparison: 4 similar vehicles

Big Stone Gap, VA

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

Pikeville, KY

UnscoredInsufficient · 3
$13,500191,451 mi

Comparison: 3 similar vehicles

Pikeville, KY

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

London, KY

UnscoredModerate · 26
$13,990168,151 mi

Comparison: 26 similar vehicles

London, KY

2012 GMC Sierra 1500 Work Truck

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

2012 GMC Sierra 1500 Work Truck

Baxter, KY

UnscoredInsufficient · 3
$13,99573,666 mi

Comparison: 3 similar vehicles

Baxter, KY

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Wooton, KY

OverpricedLimited · 14
$14,000121,059 mi

Market: $5,650 – $12,995

Comparison: 14 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Wooton, KY

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

Wise, VA

UnscoredRobust · 167
$14,499166,246 mi

Comparison: 167 similar vehicles

Wise, VA

2014 RAM 2500 Pickup SLT

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

2014 RAM 2500 Pickup SLT

Pikeville, KY

UnscoredLimited · 6
$14,500173,484 mi

Comparison: 6 similar vehicles

Pikeville, KY

2014 RAM 1500 Pickup Sport

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

2014 RAM 1500 Pickup Sport

London, KY

UnscoredLimited · 14
$14,549136,673 mi

Comparison: 14 similar vehicles

London, KY

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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