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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

891 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

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

UnscoredLimited · 5
$5,500235,872 mi

Comparison: 5 similar vehicles

Mount Ayr, IA

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 · 4
$6,99599,772 mi

Comparison: 4 similar vehicles

Barnard, MO

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

Savannah, MO

UnscoredInsufficient · 4
$7,295167,730 mi

Comparison: 4 similar vehicles

Savannah, MO

2006 Dodge Ram 1500 Pickup ST

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

2006 Dodge Ram 1500 Pickup ST

Savannah, MO

UnscoredInsufficient · 0
$7,295124,292 mi

Savannah, MO

2009 Chevrolet Silverado 1500 LTZ

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

2009 Chevrolet Silverado 1500 LTZ

Barnard, MO

UnscoredLimited · 9
$7,800147,999 mi

Comparison: 9 similar vehicles

Barnard, MO

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

UnscoredRobust · 65
$7,995213,682 mi

Comparison: 65 similar vehicles

Barnard, MO

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)

Saint Joseph, MO

UnscoredLimited · 8
$8,770103,171 mi

Comparison: 8 similar vehicles

Saint Joseph, 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

UnscoredModerate · 42
$8,995165,328 mi

Comparison: 42 similar vehicles

Barnard, MO

2011 RAM 1500 Pickup Laramie

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

2011 RAM 1500 Pickup Laramie

Saint Joseph, MO

UnscoredInsufficient · 0
$8,999203,803 mi

Saint Joseph, MO

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

Shenandoah, IA

UnscoredInsufficient · 4
$9,495189,450 mi

Comparison: 4 similar vehicles

Shenandoah, 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

Savannah, MO

Salvage title
$9,795210,963 mi

Savannah, MO

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

Saint Joseph, MO

UnscoredModerate · 25
$9,900154,702 mi

Comparison: 25 similar vehicles

Saint Joseph, MO

2005 Ford F-150 STX

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

2005 Ford F-150 STX

Saint Joseph, MO

UnscoredInsufficient · 0
$9,990147,879 mi

Saint Joseph, MO

2014 RAM 1500 Pickup Tradesman

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

2014 RAM 1500 Pickup Tradesman

Savannah, MO

UnscoredModerate · 22
$9,995178,736 mi

Comparison: 22 similar vehicles

Savannah, MO

2013 GMC Sierra 3500 SLE

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

2013 GMC Sierra 3500 SLE

Savannah, MO

UnscoredInsufficient · 0
$9,995300,703 mi

Savannah, MO

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

Savannah, MO

UnscoredRobust · 58
$10,495192,487 mi

Comparison: 58 similar vehicles

Savannah, MO

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

Falls City, NE

UnscoredInsufficient · 3
$10,900232,717 mi

Comparison: 3 similar vehicles

Falls City, NE

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

Saint Joseph, MO

UnscoredLimited · 6
$10,900137,264 mi

Comparison: 6 similar vehicles

Saint Joseph, MO

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

Saint Joseph, MO

UnscoredLimited · 5
$10,990206,228 mi

Comparison: 5 similar vehicles

Saint Joseph, MO

2002 GMC Sierra 3500 SLE

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

2002 GMC Sierra 3500 SLE

Savannah, MO

UnscoredLimited · 5
$10,995273,052 mi

Comparison: 5 similar vehicles

Savannah, MO

2018 RAM 1500 Sport

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

2018 RAM 1500 Sport

Saint Joseph, MO

UnscoredLimited · 5
$11,299183,738 mi

Comparison: 5 similar vehicles

Saint Joseph, MO

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

Savannah, MO

UnscoredLimited · 5
$11,495170,647 mi

Comparison: 5 similar vehicles

Savannah, MO

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Saint Joseph, MO

UnscoredLimited · 5
$11,900171,499 mi

Comparison: 5 similar vehicles

Saint Joseph, MO

2010 RAM 1500 Pickup ST

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

2010 RAM 1500 Pickup ST

Savannah, MO

UnscoredLimited · 6
$11,995126,584 mi

Comparison: 6 similar vehicles

Savannah, MO

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Saint Joseph, MO

UnscoredLimited · 8
$12,000190,842 mi

Comparison: 8 similar vehicles

Saint Joseph, MO

2016 Chevrolet Silverado 1500 LT

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

2016 Chevrolet Silverado 1500 LT

Saint Joseph, MO

UnscoredLimited · 17
$13,500174,140 mi

Comparison: 17 similar vehicles

Saint Joseph, MO

2013 RAM 1500 Pickup Tradesman

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

2013 RAM 1500 Pickup Tradesman

Falls City, NE

UnscoredLimited · 5
$13,500110,455 mi

Comparison: 5 similar vehicles

Falls City, NE

2016 RAM 1500 Pickup SLT

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

2016 RAM 1500 Pickup SLT

Saint Joseph, MO

UnscoredInsufficient · 0
$13,799131,745 mi

Saint Joseph, MO

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 GMC Sierra 1500 SLE

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

2015 GMC Sierra 1500 SLE

Bethany, MO

UnscoredModerate · 45
$14,500178,856 mi

Comparison: 45 similar vehicles

Bethany, MO

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

Saint Joseph, MO

UnscoredLimited · 6
$14,900156,079 mi

Comparison: 6 similar vehicles

Saint Joseph, MO

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

Saint Joseph, MO

UnscoredLimited · 9
$14,900148,080 mi

Comparison: 9 similar vehicles

Saint Joseph, MO

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

2013 RAM 2500 Pickup SLT

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

2013 RAM 2500 Pickup SLT

Saint Joseph, MO

UnscoredInsufficient · 3
$15,500173,774 mi

Comparison: 3 similar vehicles

Saint Joseph, MO

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

2014 Ford F-150 Lariat

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

2014 Ford F-150 Lariat

Falls City, NE

Fair PriceModerate · 40
$15,750119,950 mi

Market: $7,995 – $21,475

Comparison: 40 similar vehicles

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

Falls City, NE

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

Falls City, NE

UnscoredRobust · 89
$15,900133,989 mi

Comparison: 89 similar vehicles

Falls City, NE

2015 RAM 1500 Pickup Express

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

2015 RAM 1500 Pickup Express

Saint Joseph, MO

UnscoredRobust · 74
$15,990142,521 mi

Comparison: 74 similar vehicles

Saint Joseph, MO

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: $4,995 – $10,995

Comparison: 12 similar vehicles

Priced ~45% above the typical market range for similar vehicles (based on current market benchmarks)

Shenandoah, IA

2014 Chevrolet Silverado 1500 LTZ

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

2014 Chevrolet Silverado 1500 LTZ

Saint Joseph, MO

UnscoredRobust · 56
$16,199142,633 mi

Comparison: 56 similar vehicles

Saint Joseph, MO

2014 RAM 1500 Pickup SLT

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

2014 RAM 1500 Pickup SLT

Maryville, MO

UnscoredLimited · 9
$16,399127,685 mi

Comparison: 9 similar vehicles

Maryville, MO

2001 Ford F-350 Super Duty XLT

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

2001 Ford F-350 Super Duty XLT

Maryville, MO

UnscoredInsufficient · 0
$16,399113,452 mi

Maryville, MO

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

Saint Joseph, MO

UnscoredInsufficient · 3
$16,990163,986 mi

Comparison: 3 similar vehicles

Saint Joseph, MO

2009 Chevrolet Silverado 3500 1LT

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

2009 Chevrolet Silverado 3500 1LT

Savannah, MO

UnscoredInsufficient · 0
$16,995181,847 mi

Savannah, MO

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 · 155
$17,500108,452 mi

Market: $6,950 – $23,859

Comparison: 155 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Clarinda, IA

2011 RAM 1500 Pickup SLT

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

2011 RAM 1500 Pickup SLT

Bethany, MO

UnscoredInsufficient · 0
$17,50056,951 mi

Bethany, MO

2005 Dodge Ram 3500 Pickup SLT

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

2005 Dodge Ram 3500 Pickup SLT

Bethany, MO

UnscoredInsufficient · 0
$18,500116,338 mi

Bethany, MO

2005 Ford F-250 Super Duty XL

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

2005 Ford F-250 Super Duty XL

Saint Joseph, MO

UnscoredLimited · 6
$18,900158,643 mi

Comparison: 6 similar vehicles

Saint Joseph, MO

2022 RAM 2500 Pickup Tradesman

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

2022 RAM 2500 Pickup Tradesman

Savannah, MO

UnscoredRobust · 54
$18,995173,314 mi

Comparison: 54 similar vehicles

Savannah, MO

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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