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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

2,531 listings found

2007 Dodge Ram 1500 Pickup SLT

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

2007 Dodge Ram 1500 Pickup SLT

Keokuk, IA

UnscoredInsufficient · 4
$2,500181,954 mi

Comparison: 4 similar vehicles

Keokuk, IA

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

Bloomfield, IA

UnscoredLimited · 5
$2,695242,835 mi

Comparison: 5 similar vehicles

Bloomfield, IA

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

West Burlington, IA

UnscoredLimited · 6
$3,300242,785 mi

Comparison: 6 similar vehicles

West Burlington, IA

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

Keokuk, IA

UnscoredModerate · 20
$3,500216,586 mi

Comparison: 20 similar vehicles

Keokuk, IA

2003 Dodge Ram 1500 Pickup SLT

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

2003 Dodge Ram 1500 Pickup SLT

Keokuk, IA

UnscoredLimited · 5
$3,500133,367 mi

Comparison: 5 similar vehicles

Keokuk, IA

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

Iowa City, IA

UnscoredInsufficient · 0
$3,680190,341 mi

Iowa City, IA

2000 Ford F-150 XLT

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

2000 Ford F-150 XLT

Ottumwa, IA

UnscoredInsufficient · 0
$3,895216,708 mi

Ottumwa, IA

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

Keokuk, IA

UnscoredModerate · 21
$4,000210,079 mi

Comparison: 21 similar vehicles

Keokuk, IA

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

Keokuk, IA

UnscoredModerate · 24
$4,200218,976 mi

Comparison: 24 similar vehicles

Keokuk, IA

2004 Chevrolet Colorado Z85

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

2004 Chevrolet Colorado Z85

Fort Madison, IA

UnscoredInsufficient · 0
$4,490222,416 mi

Fort Madison, IA

2006 Ford Ranger XLT

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

2006 Ford Ranger XLT

Keokuk, IA

UnscoredInsufficient · 4
$4,800184,325 mi

Comparison: 4 similar vehicles

Keokuk, IA

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

Mount Pleasant, IA

UnscoredRobust · 155
$4,995199,999 mi

Comparison: 155 similar vehicles

Mount Pleasant, IA

2013 GMC Sierra 2500HD Work Truck

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

2013 GMC Sierra 2500HD Work Truck

Mount Pleasant, IA

UnscoredLimited · 7
$4,995304,000 mi

Comparison: 7 similar vehicles

Mount Pleasant, IA

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Ottumwa, IA

UnscoredModerate · 37
$6,000227,917 mi

Comparison: 37 similar vehicles

Ottumwa, IA

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Aledo, IL

UnscoredModerate · 35
$6,376239,241 mi

Comparison: 35 similar vehicles

Aledo, IL

2005 Toyota Tundra SR5

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

2005 Toyota Tundra SR5

West Burlington, IA

Salvage title
$6,598150,040 mi

West Burlington, IA

2006 Ford F-150 XLT

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

2006 Ford F-150 XLT

West Burlington, IA

UnscoredLimited · 9
$6,994190,464 mi

Comparison: 9 similar vehicles

West Burlington, IA

2012 Ford F-250 Super Duty XL

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

2012 Ford F-250 Super Duty XL

West Burlington, IA

UnscoredLimited · 13
$7,157174,736 mi

Comparison: 13 similar vehicles

West Burlington, IA

2008 Dodge Dakota Laramie

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

2008 Dodge Dakota Laramie

West Burlington, IA

UnscoredInsufficient · 4
$7,250168,088 mi

Comparison: 4 similar vehicles

West Burlington, IA

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

Monmouth, IL

UnscoredInsufficient · 3
$7,405218,443 mi

Comparison: 3 similar vehicles

Monmouth, IL

2013 Chevrolet Silverado 1500 Work Truck

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

2013 Chevrolet Silverado 1500 Work Truck

Ottumwa, IA

UnscoredLimited · 8
$7,500107,775 mi

Comparison: 8 similar vehicles

Ottumwa, IA

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

Columbus Junction, IA

Fair PriceLimited · 16
$7,925Mileage not verified

Market: $5,820 – $21,061

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Columbus Junction, IA

2012 GMC Canyon SLE2

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

2012 GMC Canyon SLE2

Fort Madison, IA

UnscoredInsufficient · 0
$7,995Mileage not verified

Fort Madison, IA

2001 Ford Ranger XLT Appearance

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

2001 Ford Ranger XLT Appearance

Muscatine, IA

UnscoredInsufficient · 0
$7,995142,856 mi

Muscatine, IA

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

Iowa City, IA

UnscoredRobust · 54
$8,279182,490 mi

Comparison: 54 similar vehicles

Iowa City, IA

2009 Ford F-250 Super Duty XL

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

2009 Ford F-250 Super Duty XL

Ottumwa, IA

UnscoredLimited · 6
$8,500165,478 mi

Comparison: 6 similar vehicles

Ottumwa, IA

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

Iowa City, IA

UnscoredModerate · 30
$8,828146,089 mi

Comparison: 30 similar vehicles

Iowa City, IA

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Muscatine, IA

UnscoredInsufficient · 0
$8,995179,472 mi

Muscatine, IA

2006 Chevrolet Silverado 1500 LT3

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

2006 Chevrolet Silverado 1500 LT3

West Burlington, IA

UnscoredLimited · 9
$8,998110,958 mi

Comparison: 9 similar vehicles

West Burlington, IA

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Iowa City, IA

UnscoredInsufficient · 3
$8,999202,948 mi

Comparison: 3 similar vehicles

Iowa City, IA

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

Mount Pleasant, IA

UnscoredInsufficient · 3
$9,00099,999 mi

Comparison: 3 similar vehicles

Mount Pleasant, IA

2014 Ford F-150 Platinum

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

2014 Ford F-150 Platinum

Ottumwa, IA

UnscoredLimited · 14
$9,200169,216 mi

Comparison: 14 similar vehicles

Ottumwa, IA

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

Iowa City, IA

UnscoredRobust · 54
$9,412161,729 mi

Comparison: 54 similar vehicles

Iowa City, IA

2008 GMC Canyon SLE

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

2008 GMC Canyon SLE

Iowa City, IA

UnscoredInsufficient · 0
$9,499118,975 mi

Iowa City, IA

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

Iowa City, IA

UnscoredLimited · 16
$9,517164,161 mi

Comparison: 16 similar vehicles

Iowa City, IA

2010 Ford F-150 XL

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

2010 Ford F-150 XL

Columbus Junction, IA

UnscoredInsufficient · 3
$9,90094,790 mi

Comparison: 3 similar vehicles

Columbus Junction, IA

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

West Burlington, IA

UnscoredInsufficient · 4
$9,950161,499 mi

Comparison: 4 similar vehicles

West Burlington, IA

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Muscatine, IA

UnscoredLimited · 19
$9,995225,874 mi

Comparison: 19 similar vehicles

Muscatine, IA

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)

West Burlington, IA

UnscoredInsufficient · 4
$9,995116,469 mi

Comparison: 4 similar vehicles

West Burlington, IA

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

Ottumwa, IA

UnscoredModerate · 23
$10,000130,300 mi

Comparison: 23 similar vehicles

Ottumwa, IA

2013 Chevrolet Silverado 2500HD LT

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

2013 Chevrolet Silverado 2500HD LT

Ottumwa, IA

UnscoredModerate · 45
$10,000156,391 mi

Comparison: 45 similar vehicles

Ottumwa, IA

2014 RAM 1500 Pickup Express

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

2014 RAM 1500 Pickup Express

Iowa City, IA

UnscoredModerate · 32
$10,016122,763 mi

Comparison: 32 similar vehicles

Iowa City, IA

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

West Burlington, IA

Fair PriceModerate · 28
$10,104108,547 mi

Market: $6,495 – $14,995

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

West Burlington, IA

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

Iowa City, IA

UnscoredInsufficient · 0
$10,316128,621 mi

Iowa City, IA

2008 Ford F-350 Super Duty XL

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

2008 Ford F-350 Super Duty XL

Aledo, IL

UnscoredLimited · 8
$10,37297,907 mi

Comparison: 8 similar vehicles

Aledo, IL

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

West Burlington, IA

UnscoredInsufficient · 4
$10,700112,173 mi

Comparison: 4 similar vehicles

West Burlington, IA

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

Muscatine, IA

UnscoredModerate · 23
$10,750243,777 mi

Comparison: 23 similar vehicles

Muscatine, IA

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

West Burlington, IA

UnscoredRobust · 53
$10,977133,559 mi

Comparison: 53 similar vehicles

West Burlington, IA

2015 Chevrolet Silverado 1500 1LS

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

2015 Chevrolet Silverado 1500 1LS

West Burlington, IA

UnscoredInsufficient · 4
$10,998194,823 mi

Comparison: 4 similar vehicles

West Burlington, IA

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

Keokuk, IA

UnscoredModerate · 20
$10,999204,417 mi

Comparison: 20 similar vehicles

Keokuk, IA

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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