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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

681 listings found

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

2005 GMC Sierra 1500 Work Truck

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

2005 GMC Sierra 1500 Work Truck

Creston, IA

UnscoredInsufficient · 0
$4,955100,688 mi

Creston, 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 · 3
$5,000244,000 mi

Comparison: 3 similar vehicles

Greenfield, IA

2005 Dodge Dakota SLT

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

2005 Dodge Dakota SLT

Red Oak, IA

UnscoredLimited · 11
$5,990239,318 mi

Comparison: 11 similar vehicles

Red Oak, 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

UnscoredLimited · 14
$5,995229,442 mi

Comparison: 14 similar vehicles

Creston, IA

2001 Ford F-150 Lariat

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

2001 Ford F-150 Lariat

Lake City, IA

UnscoredInsufficient · 0
$6,500252,849 mi

Lake City, 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

UnscoredModerate · 40
$6,600189,327 mi

Comparison: 40 similar vehicles

Creston, IA

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

Waukee, IA

UnscoredLimited · 6
$7,257221,452 mi

Comparison: 6 similar vehicles

Waukee, IA

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

De Soto, IA

UnscoredModerate · 24
$7,900184,000 mi

Comparison: 24 similar vehicles

De Soto, IA

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

Waukee, IA

UnscoredModerate · 39
$8,341205,652 mi

Comparison: 39 similar vehicles

Waukee, IA

2010 Ford F-150 Lariat

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

2010 Ford F-150 Lariat

Waukee, IA

UnscoredModerate · 21
$8,775155,627 mi

Comparison: 21 similar vehicles

Waukee, 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

Creston, IA

UnscoredRobust · 194
$8,850136,443 mi

Comparison: 194 similar vehicles

Creston, IA

1997 Chevrolet K3500 CHEYENNE

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

1997 Chevrolet K3500 CHEYENNE

Exira, IA

UnscoredInsufficient · 0
$9,800185,000 mi

Exira, IA

2010 Chevrolet Colorado 1LT

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

2010 Chevrolet Colorado 1LT

Adel, IA

UnscoredInsufficient · 4
$10,900124,426 mi

Comparison: 4 similar vehicles

Adel, IA

2010 Ford F-150 FX4

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

2010 Ford F-150 FX4

Winterset, IA

UnscoredInsufficient · 4
$10,995204,322 mi

Comparison: 4 similar vehicles

Winterset, IA

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

Carroll, IA

UnscoredModerate · 41
$11,716191,188 mi

Comparison: 41 similar vehicles

Carroll, 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

Carroll, IA

OverpricedLimited · 10
$11,90086,763 mi

Market: $3,950 – $7,396

Comparison: 10 similar vehicles

Priced ~61% above the typical market range for similar vehicles (based on current market benchmarks)

Carroll, IA

2002 Chevrolet Silverado 2500HD LT

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

2002 Chevrolet Silverado 2500HD LT

Waukee, IA

UnscoredInsufficient · 0
$11,969189,118 mi

Waukee, 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

Winterset, IA

UnscoredLimited · 6
$11,995166,184 mi

Comparison: 6 similar vehicles

Winterset, IA

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

Winterset, IA

UnscoredInsufficient · 4
$11,995197,896 mi

Comparison: 4 similar vehicles

Winterset, 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 · 4
$11,99562,430 mi

Comparison: 4 similar vehicles

Creston, 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

Carroll, IA

Fair PriceRobust · 76
$12,99093,192 mi

Market: $2,680 – $22,888

Comparison: 76 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Carroll, IA

2017 Ford F-150 XLT

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

2017 Ford F-150 XLT

Harlan, IA

UnscoredRobust · 147
$13,144209,939 mi

Comparison: 147 similar vehicles

Harlan, IA

2016 RAM 1500 Pickup Big Horn

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

2016 RAM 1500 Pickup Big Horn

Waukee, IA

UnscoredModerate · 22
$13,176157,688 mi

Comparison: 22 similar vehicles

Waukee, IA

2016 Chevrolet Silverado 2500HD LT

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

2016 Chevrolet Silverado 2500HD LT

Exira, IA

UnscoredLimited · 14
$13,400220,000 mi

Comparison: 14 similar vehicles

Exira, IA

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

UnscoredLimited · 11
$13,500300,000 mi

Comparison: 11 similar vehicles

Creston, 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

Adel, IA

Salvage title
$13,990120,594 mi

Adel, IA

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

De Soto, IA

UnscoredLimited · 9
$14,000133,000 mi

Comparison: 9 similar vehicles

De Soto, 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

Carroll, IA

UnscoredRobust · 151
$14,044163,973 mi

Comparison: 151 similar vehicles

Carroll, 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

Coon Rapids, IA

UnscoredInsufficient · 4
$14,080127,593 mi

Comparison: 4 similar vehicles

Coon Rapids, 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

Panora, IA

UnscoredModerate · 24
$14,500135,703 mi

Comparison: 24 similar vehicles

Panora, IA

2007 Chevrolet Silverado 2500HD 1LT

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

2007 Chevrolet Silverado 2500HD 1LT

Carroll, IA

UnscoredInsufficient · 4
$14,500155,763 mi

Comparison: 4 similar vehicles

Carroll, 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

Panora, IA

UnscoredLimited · 5
$14,600130,920 mi

Comparison: 5 similar vehicles

Panora, IA

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Denison, IA

UnscoredInsufficient · 3
$14,633173,049 mi

Comparison: 3 similar vehicles

Denison, IA

2013 Ford F-250 Super Duty Lariat

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

2013 Ford F-250 Super Duty Lariat

Coon Rapids, IA

UnscoredLimited · 16
$14,680214,418 mi

Comparison: 16 similar vehicles

Coon Rapids, 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

Panora, IA

UnscoredLimited · 5
$14,900106,665 mi

Comparison: 5 similar vehicles

Panora, IA

2016 GMC Sierra 2500 Denali HD

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

2016 GMC Sierra 2500 Denali HD

Carroll, IA

UnscoredModerate · 33
$14,900267,244 mi

Comparison: 33 similar vehicles

Carroll, IA

2021 Ford F-150 XL

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

2021 Ford F-150 XL

Carroll, IA

UnscoredRobust · 118
$14,990145,625 mi

Comparison: 118 similar vehicles

Carroll, IA

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Winterset, IA

UnscoredLimited · 17
$14,995206,718 mi

Comparison: 17 similar vehicles

Winterset, 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

UnscoredLimited · 12
$15,000231,206 mi

Comparison: 12 similar vehicles

Creston, IA

2003 Ford F-250 Super Duty Lariat

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

2003 Ford F-250 Super Duty Lariat

Red Oak, IA

UnscoredLimited · 5
$15,000178,386 mi

Comparison: 5 similar vehicles

Red Oak, IA

2018 Ford F-150 XLT

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

2018 Ford F-150 XLT

Red Oak, IA

UnscoredLimited · 6
$15,699151,612 mi

Comparison: 6 similar vehicles

Red Oak, IA

2022 Chevrolet Colorado LT

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

2022 Chevrolet Colorado LT

Carroll, IA

UnscoredInsufficient · 3
$15,80073,976 mi

Comparison: 3 similar vehicles

Carroll, IA

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

Panora, IA

Fair PriceModerate · 33
$16,50070,061 mi

Market: $3,680 – $21,988

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Panora, 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

Waukee, IA

Fair PriceLimited · 16
$16,965101,382 mi

Market: $6,500 – $19,995

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Waukee, IA

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Carroll, IA

UnscoredRobust · 127
$17,174155,634 mi

Comparison: 127 similar vehicles

Carroll, IA

2015 GMC Canyon SLT

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

2015 GMC Canyon SLT

Waukee, IA

UnscoredLimited · 5
$17,639125,036 mi

Comparison: 5 similar vehicles

Waukee, IA

2018 RAM 2500 Pickup Big Horn

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

2018 RAM 2500 Pickup Big Horn

De Soto, IA

UnscoredModerate · 27
$17,900168,637 mi

Comparison: 27 similar vehicles

De Soto, 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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