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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

4,528 listings found

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

UnscoredInsufficient · 4
$2,999369,705 mi

Comparison: 4 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

2008 Honda Ridgeline RTS

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

2008 Honda Ridgeline RTS

West Portsmouth, OH

Salvage title
$3,600150,612 mi

West Portsmouth, OH

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

West Portsmouth, OH

UnscoredLimited · 6
$4,200Mileage not verified

Comparison: 6 similar vehicles

West Portsmouth, OH

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

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

West Portsmouth, OH

Salvage title
$4,50095,705 mi

West Portsmouth, OH

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 · 40
$4,788165,922 mi

Comparison: 40 similar vehicles

Huntington, WV

2011 Chevrolet Silverado 3500 Chassis Cab Work Truck

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

2011 Chevrolet Silverado 3500 Chassis Cab Work Truck

West Portsmouth, OH

UnscoredInsufficient · 0
$4,900231,011 mi

West Portsmouth, OH

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

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Pomeroy, OH

UnscoredInsufficient · 4
$4,99568,618 mi

Comparison: 4 similar vehicles

Pomeroy, OH

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

Fair PriceLimited · 13
$5,900118,980 mi

Market: $2,500 – $5,995

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Louisa, KY

2005 GMC Canyon Z85 SLE

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

2005 GMC Canyon Z85 SLE

Olive Hill, KY

UnscoredInsufficient · 0
$5,900154,433 mi

Olive Hill, 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

West Portsmouth, OH

UnscoredLimited · 16
$5,995171,260 mi

Comparison: 16 similar vehicles

West Portsmouth, OH

2006 Chevrolet Silverado 1500 LS

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

2006 Chevrolet Silverado 1500 LS

South Shore, KY

UnscoredInsufficient · 0
$6,250109,369 mi

South Shore, 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

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

South Shore, KY

UnscoredRobust · 78
$6,500104,303 mi

Comparison: 78 similar vehicles

South Shore, KY

2010 GMC Canyon SLE

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

2010 GMC Canyon SLE

West Portsmouth, OH

UnscoredInsufficient · 0
$6,500126,925 mi

West Portsmouth, OH

2014 RAM 1500 Pickup Big Horn/Lone Star

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

2014 RAM 1500 Pickup Big Horn/Lone Star

Jackson, OH

UnscoredRobust · 60
$6,852146,239 mi

Comparison: 60 similar vehicles

Jackson, OH

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Olive Hill, KY

UnscoredInsufficient · 4
$6,900265,232 mi

Comparison: 4 similar vehicles

Olive Hill, KY

2013 Chevrolet Silverado 1500 LT

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

2013 Chevrolet Silverado 1500 LT

Olive Hill, KY

UnscoredInsufficient · 4
$6,900182,713 mi

Comparison: 4 similar vehicles

Olive Hill, 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

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 · 14
$7,500318,216 mi

Comparison: 14 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 · 0
$7,90062,566 mi

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

UnscoredLimited · 5
$7,995272,971 mi

Comparison: 5 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

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 · 12
$7,999135,294 mi

Market: $2,999 – $7,254

Comparison: 12 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

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

South Shore, KY

UnscoredInsufficient · 0
$8,50045,169 mi

South Shore, KY

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 · 9
$8,888184,832 mi

Comparison: 9 similar vehicles

Griffithsville, WV

2011 RAM 1500 Pickup Laramie

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

2011 RAM 1500 Pickup Laramie

Olive Hill, KY

UnscoredInsufficient · 4
$8,900157,181 mi

Comparison: 4 similar vehicles

Olive Hill, KY

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 · 22
$8,995232,011 mi

Comparison: 22 similar vehicles

Gallipolis, OH

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 · 30
$8,995179,836 mi

Comparison: 30 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 · 5
$8,99576,912 mi

Comparison: 5 similar vehicles

Ashland, KY

2009 Ford F-350 Super Duty XL

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

2009 Ford F-350 Super Duty XL

Portsmouth, OH

UnscoredInsufficient · 0
$8,995169,351 mi

Portsmouth, OH

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

2015 GMC Sierra 3500 Chassis Cab Work Truck

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

2015 GMC Sierra 3500 Chassis Cab Work Truck

West Portsmouth, OH

UnscoredInsufficient · 0
$9,200171,036 mi

West Portsmouth, OH

2004 Chevrolet Silverado 1500 LT

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

2004 Chevrolet Silverado 1500 LT

Wheelersburg, OH

UnscoredInsufficient · 0
$9,200174,444 mi

Wheelersburg, OH

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

South Shore, KY

UnscoredInsufficient · 4
$9,75063,034 mi

Comparison: 4 similar vehicles

South Shore, KY

2012 Chevrolet Silverado 1500 LT

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

2012 Chevrolet Silverado 1500 LT

Olive Hill, KY

UnscoredInsufficient · 3
$9,900179,668 mi

Comparison: 3 similar vehicles

Olive Hill, KY

2004 Ford F-350 SD Chassis Cab XLT

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

2004 Ford F-350 SD Chassis Cab XLT

Wheelersburg, OH

UnscoredInsufficient · 0
$9,950141,626 mi

Wheelersburg, OH

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 · 71
$9,995187,758 mi

Comparison: 71 similar vehicles

Ashland, KY

2008 Dodge Dakota Big Horn

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

2008 Dodge Dakota Big Horn

Pomeroy, OH

UnscoredInsufficient · 0
$9,995132,123 mi

Pomeroy, OH

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 · 6
$9,995226,461 mi

Comparison: 6 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 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 · 23
$10,789123,586 mi

Comparison: 23 similar vehicles

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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