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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 · November 13, 2026

7.2M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

716 listings found

2014 Ford F-150 XL

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

2014 Ford F-150 XL

Creston, IA

Unscored
$4,850189,633 mi

Comparison: 36 similar vehicles

Creston, IA

2000 Ford F-250 Super Duty XL

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

2000 Ford F-250 Super Duty XL

Red Oak, IA

UnscoredInsufficient · 4
$4,897275,742 mi

Comparison: 4 similar vehicles

Red Oak, IA

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

Red Oak, IA

UnscoredInsufficient · 0
$4,990144,534 mi

Red Oak, IA

2002 Ford F-250 Super Duty XL

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

2002 Ford F-250 Super Duty XL

Greenfield, IA

UnscoredInsufficient · 0
$5,000244,000 mi

Greenfield, IA

2012 Chevrolet Silverado 1500 Work Truck

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

2012 Chevrolet Silverado 1500 Work Truck

Nebraska City, NE

UnscoredInsufficient · 0
$5,199188,102 mi

Nebraska City, NE

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Mount Ayr, IA

UnscoredInsufficient · 4
$5,500235,872 mi

Comparison: 4 similar vehicles

Mount Ayr, IA

2011 Chevrolet Avalanche LTZ

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

2011 Chevrolet Avalanche LTZ

Creston, IA

UnscoredInsufficient · 0
$5,995229,442 mi

Creston, IA

2014 GMC Sierra 1500 SLT

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

2014 GMC Sierra 1500 SLT

Creston, IA

Unscored
$6,600189,327 mi

Comparison: 63 similar vehicles

Creston, IA

2000 Chevrolet C3500 BASE

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

2000 Chevrolet C3500 BASE

Plattsmouth, NE

UnscoredInsufficient · 0
$6,743147,932 mi

Plattsmouth, NE

2002 Chevrolet Silverado 2500HD LS

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

2002 Chevrolet Silverado 2500HD LS

Plattsmouth, NE

Unscored
$6,989122,125 mi

Comparison: 8 similar vehicles

Plattsmouth, NE

2007 Dodge Dakota SLT

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

2007 Dodge Dakota SLT

Barnard, MO

UnscoredInsufficient · 0
$6,99599,772 mi

Barnard, MO

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

Barnard, MO

Unscored
$7,500165,328 mi

Comparison: 38 similar vehicles

Barnard, MO

2003 Dodge Ram Pickup LARAMIE

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

2003 Dodge Ram Pickup LARAMIE

Red Oak, IA

UnscoredInsufficient · 0
$7,990108,125 mi

Red Oak, IA

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

Barnard, MO

Unscored
$7,995213,682 mi

Comparison: 32 similar vehicles

Barnard, MO

2012 Chevrolet Silverado 2500HD LT

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

2012 Chevrolet Silverado 2500HD LT

Creston, IA

Unscored
$8,500300,000 mi

Comparison: 8 similar vehicles

Creston, IA

2006 Ford F-150 FX4

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

2006 Ford F-150 FX4

Nebraska City, NE

UnscoredInsufficient · 4
$8,699105,532 mi

Comparison: 4 similar vehicles

Nebraska City, NE

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Creston, IA

Unscored
$8,850136,443 mi

Comparison: 115 similar vehicles

Creston, 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

Nebraska City, NE

UnscoredInsufficient · 3
$9,199106,788 mi

Comparison: 3 similar vehicles

Nebraska City, NE

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

Nebraska City, NE

Unscored
$10,199224,301 mi

Comparison: 18 similar vehicles

Nebraska City, NE

2002 Dodge Dakota SLT

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

2002 Dodge Dakota SLT

Glenwood, IA

Unscored
$10,990122,333 mi

Comparison: 6 similar vehicles

Glenwood, IA

2012 RAM 1500 Pickup Laramie Longhorn

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

2012 RAM 1500 Pickup Laramie Longhorn

Plattsmouth, NE

Unscored
$11,989184,605 mi

Comparison: 5 similar vehicles

Plattsmouth, NE

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Glenwood, IA

Fair PriceLimited · 15
$11,990119,750 mi

Market: $5,487 – $13,999

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Glenwood, IA

2007 Chevrolet Colorado LT

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

2007 Chevrolet Colorado LT

Creston, IA

UnscoredInsufficient · 3
$11,99562,430 mi

Comparison: 3 similar vehicles

Creston, IA

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Plattsmouth, NE

Unscored
$12,976161,905 mi

Comparison: 16 similar vehicles

Plattsmouth, NE

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

Nebraska City, NE

Unscored
$13,000233,699 mi

Comparison: 14 similar vehicles

Nebraska City, NE

2012 RAM 2500 Pickup Laramie

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

2012 RAM 2500 Pickup Laramie

Creston, IA

UnscoredInsufficient · 4
$13,500300,000 mi

Comparison: 4 similar vehicles

Creston, IA

2012 GMC Sierra 1500 SLT

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

2012 GMC Sierra 1500 SLT

Atlantic, IA

Unscored
$13,898131,148 mi

Comparison: 8 similar vehicles

Atlantic, IA

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Red Oak, IA

Unscored
$13,999148,332 mi

Comparison: 13 similar vehicles

Red Oak, IA

2017 Chevrolet Silverado 1500 Work Truck 1WT

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

2017 Chevrolet Silverado 1500 Work Truck 1WT

Glenwood, IA

UnscoredInsufficient · 3
$14,221153,104 mi

Comparison: 3 similar vehicles

Glenwood, IA

2009 Chevrolet Avalanche LT1

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

2009 Chevrolet Avalanche LT1

Shenandoah, IA

Salvage title
$14,495135,455 mi

Shenandoah, IA

2015 Ford F-350 Super Duty XL

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

2015 Ford F-350 Super Duty XL

Creston, IA

UnscoredInsufficient · 0
$15,000200,100 mi

Creston, IA

2013 Chevrolet Silverado 2500HD LTZ

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

2013 Chevrolet Silverado 2500HD LTZ

Creston, IA

Unscored
$15,000231,206 mi

Comparison: 18 similar vehicles

Creston, IA

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

Red Oak, IA

UnscoredInsufficient · 4
$15,000118,868 mi

Comparison: 4 similar vehicles

Red Oak, IA

2014 Ford F-250 Super Duty XLT

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

2014 Ford F-250 Super Duty XLT

Nebraska City, NE

Unscored
$15,199159,041 mi

Comparison: 12 similar vehicles

Nebraska City, NE

2009 GMC Sierra 2500HD SLE

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

2009 GMC Sierra 2500HD SLE

Nebraska City, NE

UnscoredInsufficient · 0
$15,199177,682 mi

Nebraska City, NE

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Clarinda, IA

Fair PriceRobust · 102
$15,900108,452 mi

Market: $8,450 – $20,950

Comparison: 102 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 77 days listed (based on current market benchmarks)

Clarinda, IA

2014 RAM 1500 SLT

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

2014 RAM 1500 SLT

Glenwood, IA

UnscoredInsufficient · 0
$15,990119,426 mi

Glenwood, 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

Shenandoah, IA

OverpricedLimited · 12
$15,99563,400 mi

Market: $5,999 – $14,750

Comparison: 12 similar vehicles

Priced ~8% above the typical market range for similar vehicles (based on current market benchmarks)

Shenandoah, IA

2020 Chevrolet Silverado 1500 Custom

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

2020 Chevrolet Silverado 1500 Custom

Nebraska City, NE

Unscored
$16,199177,405 mi

Comparison: 15 similar vehicles

Nebraska City, NE

2020 Ford F-150 XL

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

2020 Ford F-150 XL

Nebraska City, NE

Salvage title
$17,69983,441 mi

Nebraska City, NE

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

Glenwood, IA

Unscored
$17,819124,982 mi

Comparison: 37 similar vehicles

Glenwood, IA

2016 Ford F-250 Super Duty XLT

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

2016 Ford F-250 Super Duty XLT

Nebraska City, NE

Unscored
$17,900104,257 mi

Comparison: 6 similar vehicles

Nebraska City, NE

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Glenwood, IA

Fair PriceModerate · 31
$18,076111,271 mi

Market: $17,619 – $24,949

Comparison: 31 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Glenwood, IA

2017 Chevrolet Silverado 1500 LT

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

2017 Chevrolet Silverado 1500 LT

Nebraska City, NE

Unscored
$18,199140,753 mi

Comparison: 20 similar vehicles

Nebraska City, NE

2021 RAM 1500 Classic Tradesman

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

2021 RAM 1500 Classic Tradesman

Glenwood, IA

Unscored
$18,990125,291 mi

Comparison: 5 similar vehicles

Glenwood, IA

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

Glenwood, IA

OverpricedLimited · 12
$18,990104,706 mi

Market: $5,287 – $16,840

Comparison: 12 similar vehicles

Priced ~13% above the typical market range for similar vehicles (based on current market benchmarks)

Glenwood, IA

2014 Chevrolet Silverado 1500 LT

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

2014 Chevrolet Silverado 1500 LT

Shenandoah, IA

Fair PriceRobust · 95
$18,99564,911 mi

Market: $8,450 – $20,950

Comparison: 95 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Shenandoah, IA

2015 Ford F-250 Super Duty XLT

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

2015 Ford F-250 Super Duty XLT

Nebraska City, NE

Unscored
$19,000171,785 mi

Comparison: 26 similar vehicles

Nebraska City, NE

2015 Ford F-150 Lariat

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

2015 Ford F-150 Lariat

Nebraska City, NE

Unscored
$19,199132,371 mi

Comparison: 69 similar vehicles

Nebraska City, NE

2018 Nissan Frontier SV

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

2018 Nissan Frontier SV

Glenwood, IA

Unscored
$19,31794,263 mi

Comparison: 7 similar vehicles

Glenwood, 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 whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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