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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

9,939 listings found

2005 Nissan Titan LE

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

2005 Nissan Titan LE

Grove City, OH

UnscoredInsufficient · 0
$2,800148,346 mi

Grove City, OH

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

Lancaster, OH

UnscoredLimited · 13
$3,000223,000 mi

Comparison: 13 similar vehicles

Lancaster, OH

2007 Chevrolet Silverado 1500 LTZ

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

2007 Chevrolet Silverado 1500 LTZ

Grove City, OH

UnscoredInsufficient · 0
$3,200199,260 mi

Grove City, OH

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

Chillicothe, OH

UnscoredLimited · 9
$3,250222,222 mi

Comparison: 9 similar vehicles

Chillicothe, 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

Grove City, OH

UnscoredInsufficient · 3
$3,400199,743 mi

Comparison: 3 similar vehicles

Grove City, OH

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Circleville, OH

UnscoredLimited · 13
$3,995215,598 mi

Comparison: 13 similar vehicles

Circleville, OH

2006 Honda Ridgeline RTS

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

2006 Honda Ridgeline RTS

Marion, OH

UnscoredLimited · 6
$3,995224,421 mi

Comparison: 6 similar vehicles

Marion, OH

1999 Chevrolet S-10 LS

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

1999 Chevrolet S-10 LS

Columbus, OH

UnscoredInsufficient · 0
$3,995172,989 mi

Columbus, 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

Columbus, OH

UnscoredLimited · 7
$4,000177,752 mi

Comparison: 7 similar vehicles

Columbus, OH

2006 Nissan Titan SE

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

2006 Nissan Titan SE

Reynoldsburg, OH

UnscoredInsufficient · 0
$4,050218,649 mi

Reynoldsburg, OH

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

Columbus, OH

UnscoredModerate · 38
$4,250228,556 mi

Comparison: 38 similar vehicles

Columbus, OH

2011 GMC Canyon SLE

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

2011 GMC Canyon SLE

Columbus, OH

UnscoredInsufficient · 4
$4,295149,296 mi

Comparison: 4 similar vehicles

Columbus, OH

2007 Chevrolet Avalanche LT

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

2007 Chevrolet Avalanche LT

Circleville, OH

UnscoredInsufficient · 0
$4,500164,472 mi

Circleville, OH

2007 Ford Explorer Sport Trac XLT

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

2007 Ford Explorer Sport Trac XLT

Columbus, OH

UnscoredLimited · 6
$4,900117,912 mi

Comparison: 6 similar vehicles

Columbus, OH

2005 Ford Ranger Edge

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

2005 Ford Ranger Edge

New Lexington, OH

UnscoredInsufficient · 0
$4,900163,809 mi

New Lexington, OH

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

Columbus, OH

UnscoredLimited · 11
$4,950156,960 mi

Comparison: 11 similar vehicles

Columbus, OH

No Photo

2012 Chevrolet Silverado 1500 LT

Zanesville, OH

UnscoredRobust · 65
$4,990165,565 mi

Comparison: 65 similar vehicles

Zanesville, OH

2012 Ford F-150 XLT

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

2012 Ford F-150 XLT

Canal Winchester, OH

UnscoredLimited · 15
$4,995250,150 mi

Comparison: 15 similar vehicles

Canal Winchester, OH

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Somerset, OH

Fair PriceLimited · 13
$4,995114,536 mi

Market: $1,400 – $11,900

Comparison: 13 similar vehicles

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

Somerset, OH

2007 Chevrolet Silverado Classic 1500 LS

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

2007 Chevrolet Silverado Classic 1500 LS

Newark, OH

UnscoredInsufficient · 0
$4,995250,307 mi

Newark, OH

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Marion, OH

UnscoredLimited · 11
$4,995232,742 mi

Comparison: 11 similar vehicles

Marion, OH

2005 Dodge Ram 1500 Pickup ST

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

2005 Dodge Ram 1500 Pickup ST

Lancaster, OH

UnscoredLimited · 5
$4,995209,831 mi

Comparison: 5 similar vehicles

Lancaster, OH

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

Mount Vernon, OH

UnscoredModerate · 20
$4,998124,003 mi

Comparison: 20 similar vehicles

Mount Vernon, OH

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Columbus, OH

Salvage title
$5,000231,562 mi

Columbus, OH

2006 Toyota Tundra Limited

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

2006 Toyota Tundra Limited

Grove City, OH

UnscoredInsufficient · 0
$5,100231,051 mi

Grove City, OH

2007 Chevrolet Silverado 1500 1LT

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

2007 Chevrolet Silverado 1500 1LT

Columbus, OH

UnscoredModerate · 23
$5,393264,678 mi

Comparison: 23 similar vehicles

Columbus, OH

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

Columbus, OH

UnscoredLimited · 11
$5,434200,725 mi

Comparison: 11 similar vehicles

Columbus, OH

2011 Chevrolet Silverado 1500 Work Truck

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

2011 Chevrolet Silverado 1500 Work Truck

Somerset, OH

UnscoredModerate · 25
$5,495247,169 mi

Comparison: 25 similar vehicles

Somerset, OH

2005 Chevrolet Silverado 2500HD LS

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

2005 Chevrolet Silverado 2500HD LS

Chillicothe, OH

UnscoredLimited · 5
$5,500194,075 mi

Comparison: 5 similar vehicles

Chillicothe, OH

2010 Nissan Frontier SE

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

2010 Nissan Frontier SE

Newark, OH

UnscoredModerate · 23
$5,690184,535 mi

Comparison: 23 similar vehicles

Newark, OH

2013 RAM 1500 Pickup Big Horn/Lone Star

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

2013 RAM 1500 Pickup Big Horn/Lone Star

Carroll, OH

UnscoredModerate · 21
$5,750227,839 mi

Comparison: 21 similar vehicles

Carroll, OH

2011 GMC Sierra 1500 SLT

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

2011 GMC Sierra 1500 SLT

Chillicothe, OH

UnscoredInsufficient · 3
$5,800169,801 mi

Comparison: 3 similar vehicles

Chillicothe, OH

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

Columbus, OH

UnscoredInsufficient · 3
$5,900179,865 mi

Comparison: 3 similar vehicles

Columbus, OH

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

Columbus, OH

UnscoredLimited · 5
$5,963176,000 mi

Comparison: 5 similar vehicles

Columbus, OH

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Canal Winchester, OH

UnscoredLimited · 18
$5,995165,714 mi

Comparison: 18 similar vehicles

Canal Winchester, OH

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

Canal Winchester, OH

UnscoredLimited · 17
$5,995147,150 mi

Comparison: 17 similar vehicles

Canal Winchester, OH

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Circleville, OH

UnscoredLimited · 9
$5,99598,957 mi

Comparison: 9 similar vehicles

Circleville, OH

2004 Dodge Ram 1500 Pickup ST

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

2004 Dodge Ram 1500 Pickup ST

Columbus, OH

UnscoredLimited · 9
$5,995143,684 mi

Comparison: 9 similar vehicles

Columbus, OH

2004 Ford Ranger XL

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

2004 Ford Ranger XL

Lancaster, OH

UnscoredInsufficient · 0
$5,995177,599 mi

Lancaster, OH

2009 Ford F-150 STX

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

2009 Ford F-150 STX

Columbus, OH

UnscoredModerate · 28
$5,999209,000 mi

Comparison: 28 similar vehicles

Columbus, 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

Lancaster, OH

UnscoredInsufficient · 4
$6,000156,000 mi

Comparison: 4 similar vehicles

Lancaster, 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

Roseville, OH

UnscoredLimited · 5
$6,000150,539 mi

Comparison: 5 similar vehicles

Roseville, OH

2005 Ford Explorer Sport Trac XLT

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

2005 Ford Explorer Sport Trac XLT

Newark, OH

UnscoredInsufficient · 0
$6,313135,218 mi

Newark, OH

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Rockbridge, OH

UnscoredLimited · 11
$6,366176,051 mi

Comparison: 11 similar vehicles

Rockbridge, OH

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Newark, OH

UnscoredModerate · 25
$6,390235,649 mi

Comparison: 25 similar vehicles

Newark, 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

Columbus, OH

UnscoredInsufficient · 3
$6,434193,910 mi

Comparison: 3 similar vehicles

Columbus, OH

2014 Ford F-150 FX4

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

2014 Ford F-150 FX4

Columbus, OH

UnscoredLimited · 7
$6,490165,000 mi

Comparison: 7 similar vehicles

Columbus, OH

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

Canal Winchester, OH

UnscoredLimited · 6
$6,495187,950 mi

Comparison: 6 similar vehicles

Canal Winchester, OH

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

Columbus, OH

UnscoredModerate · 39
$6,500213,200 mi

Comparison: 39 similar vehicles

Columbus, OH

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

Chillicothe, OH

UnscoredLimited · 11
$6,500210,150 mi

Comparison: 11 similar vehicles

Chillicothe, OH

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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