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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 23, 2026

6M+

Unique vehicles analyzed

as of October 22, 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

3,752 listings found

2007 Ford F-150 FX4

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

2007 Ford F-150 FX4

Louisa, KY

UnscoredLimited · 5
$2,995198,553 mi

Comparison: 5 similar vehicles

Louisa, 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

Louisa, KY

UnscoredLimited · 5
$2,995214,680 mi

Comparison: 5 similar vehicles

Louisa, 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

Ashland, KY

UnscoredLimited · 5
$2,999369,705 mi

Comparison: 5 similar vehicles

Ashland, KY

2008 Dodge Ram 1500 Pickup ST

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

2008 Dodge Ram 1500 Pickup ST

Charleston, WV

UnscoredLimited · 7
$3,500264,948 mi

Comparison: 7 similar vehicles

Charleston, WV

2005 Ford F-150 Lariat

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

2005 Ford F-150 Lariat

Ashland, KY

UnscoredLimited · 12
$4,289229,901 mi

Comparison: 12 similar vehicles

Ashland, KY

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

Huntington, WV

UnscoredModerate · 37
$4,788165,922 mi

Comparison: 37 similar vehicles

Huntington, WV

2010 Ford Ranger XLT

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

2010 Ford Ranger XLT

Gallipolis, OH

UnscoredLimited · 7
$4,995163,088 mi

Comparison: 7 similar vehicles

Gallipolis, OH

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

Charleston, WV

UnscoredLimited · 12
$4,995192,319 mi

Comparison: 12 similar vehicles

Charleston, WV

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Louisa, KY

UnscoredLimited · 7
$5,900118,980 mi

Comparison: 7 similar vehicles

Louisa, KY

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Louisa, KY

UnscoredLimited · 8
$5,995140,991 mi

Comparison: 8 similar vehicles

Louisa, KY

2004 GMC Sierra 1500 Standard

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

2004 GMC Sierra 1500 Standard

Saint Albans, WV

UnscoredInsufficient · 0
$6,345116,228 mi

Saint Albans, WV

2000 Toyota Tacoma Base

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

2000 Toyota Tacoma Base

Louisa, KY

UnscoredInsufficient · 0
$6,995355,279 mi

Louisa, KY

2008 Honda Ridgeline RT

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

2008 Honda Ridgeline RT

Ashland, KY

UnscoredInsufficient · 0
$6,999129,208 mi

Ashland, KY

2008 Ford Ranger XLT

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

2008 Ford Ranger XLT

Whitesville, WV

UnscoredInsufficient · 0
$7,37584,675 mi

Whitesville, WV

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

Ashland, KY

UnscoredLimited · 13
$7,500318,216 mi

Comparison: 13 similar vehicles

Ashland, KY

1998 Dodge Ram Pickup ST

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

1998 Dodge Ram Pickup ST

Milton, WV

UnscoredInsufficient · 3
$7,90062,566 mi

Comparison: 3 similar vehicles

Milton, WV

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Ashland, KY

UnscoredInsufficient · 4
$7,995272,971 mi

Comparison: 4 similar vehicles

Ashland, KY

2008 Ford F-150 Lariat

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

2008 Ford F-150 Lariat

Gallipolis, OH

UnscoredInsufficient · 0
$7,995241,702 mi

Gallipolis, OH

2007 Chevrolet Silverado Classic 1500 Work Truck

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

2007 Chevrolet Silverado Classic 1500 Work Truck

Louisa, KY

UnscoredLimited · 8
$7,995161,345 mi

Comparison: 8 similar vehicles

Louisa, KY

2003 Chevrolet Silverado 1500 Base

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

2003 Chevrolet Silverado 1500 Base

Louisa, KY

UnscoredInsufficient · 4
$7,995164,388 mi

Comparison: 4 similar vehicles

Louisa, KY

1998 GMC Sonoma SLS

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

1998 GMC Sonoma SLS

Louisa, KY

UnscoredInsufficient · 0
$7,995107,736 mi

Louisa, KY

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Barboursville, WV

OverpricedLimited · 10
$7,999135,294 mi

Market: $2,999 – $7,254

Comparison: 10 similar vehicles

Priced ~10% above the typical market range for similar vehicles (based on current market benchmarks)

Barboursville, WV

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

Ashland, KY

UnscoredLimited · 6
$8,289195,886 mi

Comparison: 6 similar vehicles

Ashland, KY

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Ashland, KY

UnscoredLimited · 15
$8,289198,725 mi

Comparison: 15 similar vehicles

Ashland, KY

2006 Ford F-150 STX

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

2006 Ford F-150 STX

Whitesville, WV

UnscoredLimited · 5
$8,565156,196 mi

Comparison: 5 similar vehicles

Whitesville, WV

2015 Chevrolet Silverado 1500 Work Truck 1WT

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

2015 Chevrolet Silverado 1500 Work Truck 1WT

Griffithsville, WV

UnscoredLimited · 16
$8,888184,832 mi

Comparison: 16 similar vehicles

Griffithsville, WV

2019 Ford Ranger XL

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

2019 Ford Ranger XL

Gallipolis, OH

UnscoredModerate · 25
$8,995232,012 mi

Comparison: 25 similar vehicles

Gallipolis, OH

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

Louisa, KY

UnscoredModerate · 31
$8,995149,331 mi

Comparison: 31 similar vehicles

Louisa, KY

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

Ashland, KY

UnscoredModerate · 31
$8,995179,836 mi

Comparison: 31 similar vehicles

Ashland, KY

2013 GMC Sierra 1500 Work Truck

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

2013 GMC Sierra 1500 Work Truck

Ashland, KY

UnscoredLimited · 6
$8,99576,912 mi

Comparison: 6 similar vehicles

Ashland, KY

2012 Suzuki Equator Sport

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

2012 Suzuki Equator Sport

Louisa, KY

UnscoredInsufficient · 0
$8,995160,386 mi

Louisa, KY

2009 Chevrolet Silverado 1500 Work Truck

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

2009 Chevrolet Silverado 1500 Work Truck

Louisa, KY

Fair PriceLimited · 14
$8,995106,068 mi

Market: $4,988 – $10,398

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Louisa, KY

2008 Ford F-250 Super Duty XLT

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

2008 Ford F-250 Super Duty XLT

Gallipolis, OH

UnscoredLimited · 10
$8,995260,517 mi

Comparison: 10 similar vehicles

Gallipolis, OH

2004 GMC Sierra 1500 SLE

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

2004 GMC Sierra 1500 SLE

Louisa, KY

UnscoredInsufficient · 3
$8,995119,367 mi

Comparison: 3 similar vehicles

Louisa, KY

2000 Chevrolet S-10 LS

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

2000 Chevrolet S-10 LS

Louisa, KY

UnscoredInsufficient · 3
$8,99598,473 mi

Comparison: 3 similar vehicles

Louisa, KY

2004 Ford F-250 Super Duty XL

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

2004 Ford F-250 Super Duty XL

Gallipolis, OH

UnscoredLimited · 11
$9,950321,952 mi

Comparison: 11 similar vehicles

Gallipolis, OH

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Ashland, KY

UnscoredRobust · 67
$9,995187,758 mi

Comparison: 67 similar vehicles

Ashland, KY

2005 Ford F-350 Super Duty XL

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

2005 Ford F-350 Super Duty XL

Wurtland, KY

UnscoredLimited · 7
$9,995226,461 mi

Comparison: 7 similar vehicles

Wurtland, KY

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Ashland, KY

UnscoredRobust · 72
$9,999162,436 mi

Comparison: 72 similar vehicles

Ashland, KY

2007 Dodge Ram 1500 Pickup ST

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

2007 Dodge Ram 1500 Pickup ST

Gallipolis, OH

UnscoredLimited · 5
$10,000153,983 mi

Comparison: 5 similar vehicles

Gallipolis, OH

2011 Chevrolet Silverado 1500 LS

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

2011 Chevrolet Silverado 1500 LS

Ashland, KY

Fair PriceLimited · 14
$10,28986,406 mi

Market: $3,737 – $13,900

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Ashland, KY

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)

Griffithsville, WV

UnscoredLimited · 8
$10,500196,911 mi

Comparison: 8 similar vehicles

Griffithsville, WV

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Ashland, KY

UnscoredModerate · 31
$10,789123,586 mi

Comparison: 31 similar vehicles

Ashland, KY

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

Ashland, KY

UnscoredLimited · 7
$10,897168,073 mi

Comparison: 7 similar vehicles

Ashland, 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

Louisa, KY

UnscoredLimited · 6
$10,900221,571 mi

Comparison: 6 similar vehicles

Louisa, KY

2003 Ford F-350 Super Duty Lariat

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

2003 Ford F-350 Super Duty Lariat

Louisa, KY

UnscoredInsufficient · 0
$10,900186,951 mi

Louisa, KY

2014 Ford F-150 XLT

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

2014 Ford F-150 XLT

Huntington, WV

UnscoredRobust · 155
$10,963170,000 mi

Comparison: 155 similar vehicles

Huntington, WV

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

Winfield, WV

UnscoredModerate · 39
$10,995176,780 mi

Comparison: 39 similar vehicles

Winfield, WV

2005 Chevrolet Silverado 1500 Z71

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

2005 Chevrolet Silverado 1500 Z71

Louisa, KY

UnscoredLimited · 12
$10,995145,186 mi

Comparison: 12 similar vehicles

Louisa, KY

2010 Nissan Titan SE

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

2010 Nissan Titan SE

Ashland, KY

UnscoredInsufficient · 0
$10,99899,763 mi

Ashland, 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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