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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

1,726 listings found

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Somerset, KY

UnscoredInsufficient · 4
$2,950353,058 mi

Comparison: 4 similar vehicles

Somerset, KY

2007 Ford F-150 STX

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

2007 Ford F-150 STX

Somerset, KY

UnscoredLimited · 15
$2,995270,471 mi

Comparison: 15 similar vehicles

Somerset, KY

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Somerset, KY

UnscoredLimited · 5
$3,500206,711 mi

Comparison: 5 similar vehicles

Somerset, KY

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

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Corbin, KY

UnscoredLimited · 5
$3,800Mileage not verified

Comparison: 5 similar vehicles

Corbin, KY

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

London, KY

UnscoredInsufficient · 3
$3,900Mileage not verified

Comparison: 3 similar vehicles

London, KY

2002 Dodge Ram 1500 Pickup ST

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

2002 Dodge Ram 1500 Pickup ST

Somerset, KY

Salvage title
$3,950226,182 mi

Somerset, 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

2004 Chevrolet Colorado Z85

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

2004 Chevrolet Colorado Z85

Somerset, KY

UnscoredInsufficient · 3
$3,999252,307 mi

Comparison: 3 similar vehicles

Somerset, KY

1998 GMC Sonoma SLS

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

1998 GMC Sonoma SLS

Helenwood, TN

UnscoredInsufficient · 0
$4,500328,019 mi

Helenwood, TN

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

Somerset, KY

UnscoredLimited · 13
$4,950209,150 mi

Comparison: 13 similar vehicles

Somerset, 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

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

Somerset, KY

UnscoredLimited · 9
$4,995180,940 mi

Comparison: 9 similar vehicles

Somerset, KY

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

Somerset, KY

UnscoredRobust · 57
$5,950379,452 mi

Comparison: 57 similar vehicles

Somerset, KY

2006 Ford F-350 Super Duty Chassis Cab XLT

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

2006 Ford F-350 Super Duty Chassis Cab XLT

Corbin, KY

UnscoredInsufficient · 3
$5,990227,000 mi

Comparison: 3 similar vehicles

Corbin, KY

No Photo

2011 Chevrolet Avalanche LTZ

Somerset, KY

UnscoredInsufficient · 4
$5,995205,662 mi

Comparison: 4 similar vehicles

Somerset, 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

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Somerset, KY

UnscoredInsufficient · 4
$6,100216,783 mi

Comparison: 4 similar vehicles

Somerset, KY

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

Bean Station, TN

UnscoredLimited · 7
$6,495174,442 mi

Comparison: 7 similar vehicles

Bean Station, TN

2008 GMC Sierra 1500 SL

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

2008 GMC Sierra 1500 SL

Corbin, KY

UnscoredInsufficient · 0
$6,800181,371 mi

Corbin, 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

Corbin, KY

UnscoredModerate · 21
$6,900137,432 mi

Comparison: 21 similar vehicles

Corbin, KY

2009 Chevrolet Silverado 2500HD Work Truck

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

2009 Chevrolet Silverado 2500HD Work Truck

Somerset, KY

UnscoredLimited · 7
$6,900253,550 mi

Comparison: 7 similar vehicles

Somerset, KY

2005 Ford F-150 XL

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

2005 Ford F-150 XL

Somerset, KY

Salvage title
$6,95066,138 mi

Somerset, KY

1998 Nissan Frontier XE 4X4 REG CAB

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

1998 Nissan Frontier XE 4X4 REG CAB

Somerset, KY

UnscoredInsufficient · 0
$6,950161,353 mi

Somerset, KY

2010 Chevrolet Avalanche LTZ

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

2010 Chevrolet Avalanche LTZ

Corbin, KY

UnscoredInsufficient · 4
$6,995209,895 mi

Comparison: 4 similar vehicles

Corbin, KY

2006 Honda Ridgeline RTS

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

2006 Honda Ridgeline RTS

Maynardville, TN

UnscoredInsufficient · 0
$6,995210,300 mi

Maynardville, TN

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 GMC Sierra 1500 Work Truck

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

2009 GMC Sierra 1500 Work Truck

Corbin, KY

UnscoredInsufficient · 0
$7,389217,657 mi

Corbin, KY

2000 GMC Sierra SLE

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

2000 GMC Sierra SLE

Somerset, KY

UnscoredInsufficient · 0
$7,449273,806 mi

Somerset, KY

2013 GMC Sierra 1500 SLT

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

2013 GMC Sierra 1500 SLT

Pine Knot, KY

UnscoredLimited · 10
$7,500203,115 mi

Comparison: 10 similar vehicles

Pine Knot, KY

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

Somerset, KY

UnscoredModerate · 23
$7,875274,958 mi

Comparison: 23 similar vehicles

Somerset, KY

2016 Chevrolet Silverado 1500 LT Z71

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

2016 Chevrolet Silverado 1500 LT Z71

London, KY

UnscoredModerate · 35
$7,900200,000 mi

Comparison: 35 similar vehicles

London, 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

Somerset, KY

UnscoredModerate · 21
$7,900161,769 mi

Comparison: 21 similar vehicles

Somerset, 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

2007 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2007 Chevrolet Silverado 3500 Chassis Cab Work Truck

Somerset, KY

UnscoredInsufficient · 0
$7,950169,184 mi

Somerset, KY

2004 GMC Sierra Denali

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

2004 GMC Sierra Denali

Somerset, KY

UnscoredInsufficient · 0
$7,950197,261 mi

Somerset, 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

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

Corbin, KY

UnscoredModerate · 22
$7,990211,033 mi

Comparison: 22 similar vehicles

Corbin, 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

2009 GMC Sierra 1500 Work Truck

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

2009 GMC Sierra 1500 Work Truck

Corbin, KY

UnscoredInsufficient · 0
$7,990143,705 mi

Corbin, KY

2012 Chevrolet Colorado Work Truck

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

2012 Chevrolet Colorado Work Truck

Middlesboro, KY

UnscoredLimited · 7
$7,995194,912 mi

Comparison: 7 similar vehicles

Middlesboro, KY

2012 Chevrolet Avalanche LT

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

2012 Chevrolet Avalanche LT

Bean Station, TN

UnscoredLimited · 10
$8,495185,499 mi

Comparison: 10 similar vehicles

Bean Station, TN

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Somerset, KY

UnscoredModerate · 24
$8,895143,861 mi

Comparison: 24 similar vehicles

Somerset, KY

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Somerset, KY

UnscoredLimited · 11
$8,900174,421 mi

Comparison: 11 similar vehicles

Somerset, KY

2003 Chevrolet Avalanche Base

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

2003 Chevrolet Avalanche Base

Corbin, KY

UnscoredLimited · 15
$8,900126,015 mi

Comparison: 15 similar vehicles

Corbin, KY

2019 RAM 1500 Classic Big Horn

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

2019 RAM 1500 Classic Big Horn

Huntsville, TN

UnscoredRobust · 80
$8,950261,496 mi

Comparison: 80 similar vehicles

Huntsville, TN

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

2008 Chevrolet Colorado LT

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

2008 Chevrolet Colorado LT

Bronston, KY

UnscoredInsufficient · 4
$8,950179,940 mi

Comparison: 4 similar vehicles

Bronston, KY

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Oneida, TN

Fair PriceModerate · 21
$8,990Mileage not verified

Market: $6,990 – $23,473

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Oneida, TN

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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