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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

1,922 listings found

2004 Chevrolet Silverado 1500 Work Truck

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

2004 Chevrolet Silverado 1500 Work Truck

Hubbard, IA

UnscoredInsufficient · 0
$2,950173,172 mi

Hubbard, 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

Fort Dodge, IA

UnscoredInsufficient · 3
$3,179222,419 mi

Comparison: 3 similar vehicles

Fort Dodge, IA

2007 Ford F-150 FX4

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

2007 Ford F-150 FX4

Boone, IA

UnscoredInsufficient · 0
$4,957193,081 mi

Boone, IA

2008 Ford F-150 FX4

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

2008 Ford F-150 FX4

Pocahontas, IA

UnscoredInsufficient · 3
$4,995200,527 mi

Comparison: 3 similar vehicles

Pocahontas, 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

2004 Ford F-150 STX

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

2004 Ford F-150 STX

Fort Dodge, IA

UnscoredLimited · 6
$6,569187,635 mi

Comparison: 6 similar vehicles

Fort Dodge, IA

2009 Ford F-350 Super Duty XL

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

2009 Ford F-350 Super Duty XL

Fort Dodge, IA

UnscoredInsufficient · 0
$7,632233,505 mi

Fort Dodge, IA

2007 Chevrolet Silverado Classic 2500HD LS

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

2007 Chevrolet Silverado Classic 2500HD LS

Algona, IA

UnscoredInsufficient · 0
$7,680148,451 mi

Algona, 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

Hubbard, IA

UnscoredModerate · 31
$8,550174,362 mi

Comparison: 31 similar vehicles

Hubbard, IA

2010 Ford F-150 King Ranch

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

2010 Ford F-150 King Ranch

Fort Dodge, IA

UnscoredInsufficient · 0
$8,861173,974 mi

Fort Dodge, IA

2005 Ford Ranger XLT

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

2005 Ford Ranger XLT

Fort Dodge, IA

UnscoredInsufficient · 4
$9,048147,361 mi

Comparison: 4 similar vehicles

Fort Dodge, 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

Fort Dodge, IA

UnscoredRobust · 101
$9,312216,058 mi

Comparison: 101 similar vehicles

Fort Dodge, 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

West Bend, IA

UnscoredRobust · 121
$9,450162,637 mi

Comparison: 121 similar vehicles

West Bend, IA

2006 Ford F-250 Super Duty XLT

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

2006 Ford F-250 Super Duty XLT

Pocahontas, IA

UnscoredInsufficient · 0
$9,680137,259 mi

Pocahontas, IA

2011 Ford Ranger XL

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

2011 Ford Ranger XL

West Bend, IA

UnscoredLimited · 7
$9,850180,032 mi

Comparison: 7 similar vehicles

West Bend, IA

2018 RAM 1500 Pickup SLT

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

2018 RAM 1500 Pickup SLT

Boone, IA

UnscoredLimited · 6
$10,170195,016 mi

Comparison: 6 similar vehicles

Boone, IA

2008 Ford Explorer Sport Trac XLT

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

2008 Ford Explorer Sport Trac XLT

Fort Dodge, IA

UnscoredInsufficient · 0
$10,900135,811 mi

Fort Dodge, IA

2004 Chevrolet Colorado Z71

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

2004 Chevrolet Colorado Z71

Rockwell City, IA

UnscoredLimited · 6
$10,950142,214 mi

Comparison: 6 similar vehicles

Rockwell City, 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

Pocahontas, IA

UnscoredRobust · 118
$10,970217,165 mi

Comparison: 118 similar vehicles

Pocahontas, IA

2009 Chevrolet Colorado LT

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

2009 Chevrolet Colorado LT

Algona, IA

UnscoredInsufficient · 0
$11,17595,374 mi

Algona, IA

2008 Ford F-350 Super Duty XLT

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

2008 Ford F-350 Super Duty XLT

Fort Dodge, IA

UnscoredLimited · 9
$11,432110,395 mi

Comparison: 9 similar vehicles

Fort Dodge, 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

Granger, IA

Salvage title
$11,450131,622 mi

Granger, 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

Fort Dodge, IA

UnscoredInsufficient · 4
$11,612241,553 mi

Comparison: 4 similar vehicles

Fort Dodge, 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

Algona, IA

UnscoredRobust · 202
$12,326229,898 mi

Comparison: 202 similar vehicles

Algona, IA

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

Britt, IA

UnscoredModerate · 20
$12,331122,769 mi

Comparison: 20 similar vehicles

Britt, IA

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Pocahontas, IA

Fair PriceModerate · 49
$12,50082,522 mi

Market: $4,500 – $18,995

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 78 days listed (based on current market benchmarks)

Pocahontas, 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

Britt, IA

UnscoredLimited · 8
$12,670216,987 mi

Comparison: 8 similar vehicles

Britt, IA

2015 GMC Canyon SLT

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

2015 GMC Canyon SLT

Boone, IA

UnscoredLimited · 10
$12,997194,550 mi

Comparison: 10 similar vehicles

Boone, 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

Algona, IA

UnscoredInsufficient · 4
$13,175225,904 mi

Comparison: 4 similar vehicles

Algona, IA

2017 Ford F-250 Super Duty XL

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

2017 Ford F-250 Super Duty XL

Britt, IA

UnscoredLimited · 9
$13,190222,061 mi

Comparison: 9 similar vehicles

Britt, IA

2013 Chevrolet Avalanche LTZ

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

2013 Chevrolet Avalanche LTZ

Boone, IA

UnscoredInsufficient · 3
$13,500166,729 mi

Comparison: 3 similar vehicles

Boone, 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

Ames, IA

UnscoredRobust · 143
$13,842194,362 mi

Comparison: 143 similar vehicles

Ames, IA

2013 RAM 1500 Pickup Express

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

2013 RAM 1500 Pickup Express

Pocahontas, IA

Fair PriceLimited · 15
$13,900107,015 mi

Market: $3,999 – $18,341

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Pocahontas, IA

2015 RAM 1500 Pickup Tradesman

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

2015 RAM 1500 Pickup Tradesman

Rockwell City, IA

UnscoredLimited · 7
$13,950123,105 mi

Comparison: 7 similar vehicles

Rockwell City, IA

2012 Ford F-250 Super Duty XLT

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

2012 Ford F-250 Super Duty XLT

Rockwell City, IA

UnscoredInsufficient · 0
$13,950285,695 mi

Rockwell City, IA

2011 Chevrolet Colorado 2LT

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

2011 Chevrolet Colorado 2LT

Pocahontas, IA

Fair PriceLimited · 19
$13,99583,936 mi

Market: $10,950 – $15,995

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 208 days listed (based on current market benchmarks)

Pocahontas, IA

2011 Toyota Tacoma PreRunner

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

2011 Toyota Tacoma PreRunner

Boone, IA

UnscoredInsufficient · 0
$14,169145,962 mi

Boone, 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

Webster City, IA

UnscoredRobust · 193
$14,200149,936 mi

Comparison: 193 similar vehicles

Webster City, IA

2012 GMC Sierra 2500HD SLE

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

2012 GMC Sierra 2500HD SLE

Pocahontas, IA

UnscoredInsufficient · 0
$14,250221,485 mi

Pocahontas, IA

2010 Ford F-250 Super Duty XLT

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

2010 Ford F-250 Super Duty XLT

Iowa Falls, IA

UnscoredInsufficient · 0
$14,500200,201 mi

Iowa Falls, IA

2017 Nissan Frontier SV

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

2017 Nissan Frontier SV

Fort Dodge, IA

Salvage title
$14,90068,759 mi

Fort Dodge, IA

2012 GMC Sierra 1500 SLE

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

2012 GMC Sierra 1500 SLE

Fort Dodge, IA

UnscoredLimited · 10
$15,035131,815 mi

Comparison: 10 similar vehicles

Fort Dodge, IA

2002 Ford F-250 Super Duty XLT

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

2002 Ford F-250 Super Duty XLT

Boone, IA

UnscoredInsufficient · 0
$15,154238,468 mi

Boone, IA

2016 RAM 1500 Pickup Sport

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

2016 RAM 1500 Pickup Sport

Boone, IA

UnscoredLimited · 8
$15,155173,540 mi

Comparison: 8 similar vehicles

Boone, IA

2014 Toyota Tundra SR5

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

2014 Toyota Tundra SR5

Fort Dodge, IA

UnscoredInsufficient · 0
$15,551194,764 mi

Fort Dodge, IA

2014 GMC Sierra 1500 1SA

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

2014 GMC Sierra 1500 1SA

Iowa Falls, IA

UnscoredInsufficient · 0
$15,700120,556 mi

Iowa Falls, IA

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Pocahontas, IA

UnscoredRobust · 50
$15,750120,165 mi

Comparison: 50 similar vehicles

Pocahontas, 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

Algona, IA

Fair PriceRobust · 79
$16,060101,359 mi

Market: $1,995 – $18,995

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Algona, IA

2017 GMC Canyon Base

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

2017 GMC Canyon Base

Ames, IA

UnscoredInsufficient · 0
$16,378119,060 mi

Ames, IA

2016 Nissan Frontier PRO-4X

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

2016 Nissan Frontier PRO-4X

Pocahontas, IA

UnscoredInsufficient · 0
$16,500126,079 mi

Pocahontas, 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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