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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 19, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

50,000+ listings found(add a location or filter to narrow results)

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

Toledo, OH

UnscoredModerate · 30
$1,400192,342 mi

Comparison: 30 similar vehicles

Toledo, 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

Akron, OH

UnscoredLimited · 11
$2,495188,635 mi

Comparison: 11 similar vehicles

Akron, OH

2002 Ford Ranger XLT Appearance

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

2002 Ford Ranger XLT Appearance

Medina, OH

UnscoredInsufficient · 4
$2,495178,184 mi

Comparison: 4 similar vehicles

Medina, OH

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Cleves, OH

UnscoredLimited · 10
$2,595172,000 mi

Comparison: 10 similar vehicles

Cleves, 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

Findlay, OH

UnscoredModerate · 48
$2,737232,793 mi

Comparison: 48 similar vehicles

Findlay, OH

2004 Chevrolet Silverado 1500 Z71

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

2004 Chevrolet Silverado 1500 Z71

Norton, OH

UnscoredLimited · 8
$2,798407,730 mi

Comparison: 8 similar vehicles

Norton, OH

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

Cleveland, OH

UnscoredModerate · 26
$2,800111,339 mi

Comparison: 26 similar vehicles

Cleveland, OH

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Cleveland, OH

UnscoredInsufficient · 0
$2,900154,283 mi

Cleveland, OH

1998 Ford F-150 XL

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

1998 Ford F-150 XL

Cleveland, OH

UnscoredInsufficient · 4
$2,990138,323 mi

Comparison: 4 similar vehicles

Cleveland, OH

2009 Nissan Titan SE

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

2009 Nissan Titan SE

Eastlake, OH

UnscoredInsufficient · 0
$2,995206,837 mi

Eastlake, OH

2008 Dodge Ram 1500 Pickup SXT

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

2008 Dodge Ram 1500 Pickup SXT

Mansfield, OH

UnscoredLimited · 6
$2,995Mileage not verified

Comparison: 6 similar vehicles

Mansfield, 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

Mansfield, OH

UnscoredLimited · 5
$2,995106,756 mi

Comparison: 5 similar vehicles

Mansfield, 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

Eastlake, OH

UnscoredLimited · 13
$2,995173,127 mi

Comparison: 13 similar vehicles

Eastlake, OH

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Cincinnati, OH

UnscoredLimited · 8
$2,995290,767 mi

Comparison: 8 similar vehicles

Cincinnati, OH

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Mansfield, OH

UnscoredLimited · 16
$2,995197,399 mi

Comparison: 16 similar vehicles

Mansfield, OH

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Eastlake, OH

UnscoredInsufficient · 3
$2,995201,918 mi

Comparison: 3 similar vehicles

Eastlake, OH

2005 Chevrolet Silverado 1500 Work Truck

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

2005 Chevrolet Silverado 1500 Work Truck

Mansfield, OH

UnscoredLimited · 6
$2,995Mileage not verified

Comparison: 6 similar vehicles

Mansfield, OH

2004 Ford F-150 Heritage XL

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

2004 Ford F-150 Heritage XL

North Ridgeville, OH

UnscoredInsufficient · 3
$2,995199,316 mi

Comparison: 3 similar vehicles

North Ridgeville, OH

2002 Dodge Dakota Base

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

2002 Dodge Dakota Base

Bowling Green, OH

UnscoredInsufficient · 0
$2,995161,781 mi

Bowling Green, OH

2000 Dodge Dakota Base

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

2000 Dodge Dakota Base

Eastlake, OH

UnscoredInsufficient · 0
$2,995174,576 mi

Eastlake, OH

1999 Dodge Ram Pickup ST

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

1999 Dodge Ram Pickup ST

Mansfield, OH

UnscoredInsufficient · 4
$2,995Mileage not verified

Comparison: 4 similar vehicles

Mansfield, 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

Cleveland, OH

UnscoredLimited · 7
$3,000219,579 mi

Comparison: 7 similar vehicles

Cleveland, OH

2006 Lincoln Mark LT Base

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

2006 Lincoln Mark LT Base

Zanesville, OH

UnscoredInsufficient · 0
$3,000228,295 mi

Zanesville, OH

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Lorain, OH

UnscoredInsufficient · 3
$3,000203,827 mi

Comparison: 3 similar vehicles

Lorain, 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

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Cleves, OH

UnscoredInsufficient · 3
$3,195207,999 mi

Comparison: 3 similar vehicles

Cleves, 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 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Cleveland, OH

UnscoredLimited · 10
$3,200144,662 mi

Comparison: 10 similar vehicles

Cleveland, 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

2003 Dodge Dakota Sport

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

2003 Dodge Dakota Sport

Cambridge, OH

UnscoredInsufficient · 0
$3,291173,357 mi

Cambridge, OH

2002 Ford F-150 Lariat

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

2002 Ford F-150 Lariat

Dayton, OH

UnscoredInsufficient · 4
$3,299160,000 mi

Comparison: 4 similar vehicles

Dayton, OH

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Findlay, OH

UnscoredInsufficient · 0
$3,348145,566 mi

Findlay, OH

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Fostoria, OH

UnscoredInsufficient · 0
$3,393253,768 mi

Fostoria, 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

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

Cleveland, OH

UnscoredInsufficient · 3
$3,400189,158 mi

Comparison: 3 similar vehicles

Cleveland, OH

2009 Ford F-150 XL

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

2009 Ford F-150 XL

Perry, OH

UnscoredLimited · 10
$3,490258,753 mi

Comparison: 10 similar vehicles

Perry, 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

Medina, OH

UnscoredInsufficient · 3
$3,495150,317 mi

Comparison: 3 similar vehicles

Medina, OH

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Fletcher, OH

UnscoredLimited · 10
$3,495214,740 mi

Comparison: 10 similar vehicles

Fletcher, OH

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Fairfield, OH

UnscoredLimited · 9
$3,499165,047 mi

Comparison: 9 similar vehicles

Fairfield, OH

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Willoughby, OH

UnscoredModerate · 20
$3,500439,340 mi

Comparison: 20 similar vehicles

Willoughby, OH

No Photo

2011 Chevrolet Silverado 1500 Work Truck

Cleveland, OH

UnscoredLimited · 8
$3,500226,593 mi

Comparison: 8 similar vehicles

Cleveland, OH

2005 Chevrolet Silverado 1500 Work Truck

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

2005 Chevrolet Silverado 1500 Work Truck

Bucyrus, OH

UnscoredLimited · 6
$3,500115,704 mi

Comparison: 6 similar vehicles

Bucyrus, OH

2001 GMC Sierra SL

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

2001 GMC Sierra SL

Hillsboro, OH

UnscoredInsufficient · 0
$3,500Mileage not verified

Hillsboro, 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

Jefferson, OH

UnscoredLimited · 7
$3,592194,906 mi

Comparison: 7 similar vehicles

Jefferson, OH

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

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

Findlay, OH

UnscoredLimited · 15
$3,737243,578 mi

Comparison: 15 similar vehicles

Findlay, OH

No Photo

2008 Dodge Ram 1500 Pickup ST

Akron, OH

UnscoredLimited · 9
$3,800175,057 mi

Comparison: 9 similar vehicles

Akron, OH

No Photo

2013 RAM 1500 Pickup Tradesman

Cincinnati, OH

UnscoredLimited · 15
$3,900215,378 mi

Comparison: 15 similar vehicles

Cincinnati, OH

No Photo

2013 RAM 1500 Pickup Tradesman

Cincinnati, OH

UnscoredLimited · 15
$3,900215,881 mi

Comparison: 15 similar vehicles

Cincinnati, OH

2012 Ford F-150 XL

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

2012 Ford F-150 XL

Cleveland, OH

UnscoredLimited · 8
$3,900152,631 mi

Comparison: 8 similar vehicles

Cleveland, 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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