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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

487 listings found

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Chillicothe, MO

UnscoredLimited · 5
$4,950225,234 mi

Comparison: 5 similar vehicles

Chillicothe, MO

2016 Ford F-150 Lariat

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

2016 Ford F-150 Lariat

Keytesville, MO

UnscoredRobust · 71
$5,500337,277 mi

Comparison: 71 similar vehicles

Keytesville, MO

2010 GMC Sierra 1500 SLE

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

2010 GMC Sierra 1500 SLE

Keytesville, MO

UnscoredInsufficient · 3
$5,500215,669 mi

Comparison: 3 similar vehicles

Keytesville, MO

2006 Dodge Ram 1500 Pickup SLT

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

2006 Dodge Ram 1500 Pickup SLT

Keytesville, MO

UnscoredLimited · 6
$5,999181,237 mi

Comparison: 6 similar vehicles

Keytesville, MO

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

Chillicothe, MO

UnscoredModerate · 20
$6,950245,366 mi

Comparison: 20 similar vehicles

Chillicothe, MO

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Kirksville, MO

UnscoredLimited · 17
$6,950193,292 mi

Comparison: 17 similar vehicles

Kirksville, MO

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

Moberly, MO

UnscoredLimited · 6
$7,750163,243 mi

Comparison: 6 similar vehicles

Moberly, 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

Chillicothe, MO

UnscoredModerate · 43
$7,950252,815 mi

Comparison: 43 similar vehicles

Chillicothe, MO

2009 Ford F-350 Super Duty XLT

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

2009 Ford F-350 Super Duty XLT

Kirksville, MO

UnscoredInsufficient · 0
$7,950236,700 mi

Kirksville, MO

2010 RAM 1500 Pickup SLT

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

2010 RAM 1500 Pickup SLT

Kirksville, MO

UnscoredLimited · 12
$8,950149,813 mi

Comparison: 12 similar vehicles

Kirksville, MO

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

Kirksville, MO

OverpricedLimited · 11
$8,950195,820 mi

Market: $5,900 – $8,775

Comparison: 11 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Kirksville, MO

2008 Dodge Ram 2500 Pickup SLT

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

2008 Dodge Ram 2500 Pickup SLT

Chillicothe, MO

UnscoredLimited · 5
$8,950238,668 mi

Comparison: 5 similar vehicles

Chillicothe, MO

2005 Chevrolet Avalanche Base

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

2005 Chevrolet Avalanche Base

Chillicothe, MO

UnscoredInsufficient · 0
$8,950227,837 mi

Chillicothe, MO

2011 Chevrolet Avalanche LT

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

2011 Chevrolet Avalanche LT

Hamilton, MO

UnscoredInsufficient · 0
$8,995177,438 mi

Hamilton, MO

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

Marshall, MO

UnscoredInsufficient · 4
$9,500166,936 mi

Comparison: 4 similar vehicles

Marshall, MO

2012 Chevrolet Colorado 1LT

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

2012 Chevrolet Colorado 1LT

Chillicothe, MO

UnscoredLimited · 10
$9,950153,937 mi

Comparison: 10 similar vehicles

Chillicothe, MO

2013 RAM 1500 Pickup Big Horn/Lone Star

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

2013 RAM 1500 Pickup Big Horn/Lone Star

Macon, MO

UnscoredLimited · 6
$9,995212,182 mi

Comparison: 6 similar vehicles

Macon, MO

2011 Ford F-150 King Ranch

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

2011 Ford F-150 King Ranch

Macon, MO

UnscoredInsufficient · 0
$9,995227,247 mi

Macon, MO

2004 Dodge Ram 2500 Pickup SLT

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

2004 Dodge Ram 2500 Pickup SLT

Keytesville, MO

UnscoredInsufficient · 0
$10,000250,059 mi

Keytesville, MO

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

Moberly, MO

UnscoredInsufficient · 0
$10,900126,286 mi

Moberly, MO

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

Kirksville, MO

UnscoredInsufficient · 3
$10,950182,385 mi

Comparison: 3 similar vehicles

Kirksville, MO

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

Macon, MO

UnscoredModerate · 23
$10,995148,116 mi

Comparison: 23 similar vehicles

Macon, MO

2006 Chevrolet Colorado LT

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

2006 Chevrolet Colorado LT

Moberly, MO

OverpricedLimited · 11
$11,000132,827 mi

Market: $6,800 – $10,995

Comparison: 11 similar vehicles

Moberly, MO

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Marshall, MO

UnscoredLimited · 17
$11,500214,321 mi

Comparison: 17 similar vehicles

Marshall, MO

2013 GMC Sierra 1500 SLE

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

2013 GMC Sierra 1500 SLE

Kirksville, MO

UnscoredModerate · 23
$11,900156,210 mi

Comparison: 23 similar vehicles

Kirksville, 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

Macon, MO

UnscoredRobust · 72
$11,995197,965 mi

Comparison: 72 similar vehicles

Macon, 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

Chillicothe, MO

UnscoredRobust · 177
$12,450173,660 mi

Comparison: 177 similar vehicles

Chillicothe, MO

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

Trenton, MO

UnscoredRobust · 92
$12,750160,417 mi

Comparison: 92 similar vehicles

Trenton, MO

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Kirksville, MO

UnscoredModerate · 46
$12,900146,000 mi

Comparison: 46 similar vehicles

Kirksville, MO

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

Kirksville, MO

UnscoredRobust · 228
$13,450178,100 mi

Comparison: 228 similar vehicles

Kirksville, MO

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

Slater, MO

UnscoredModerate · 36
$13,880145,309 mi

Comparison: 36 similar vehicles

Slater, MO

2012 Ford F-150 Lariat

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

2012 Ford F-150 Lariat

Chillicothe, MO

UnscoredModerate · 30
$13,950158,000 mi

Comparison: 30 similar vehicles

Chillicothe, MO

2019 Ford Ranger XLT

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

2019 Ford Ranger XLT

Macon, MO

UnscoredRobust · 57
$14,995168,447 mi

Comparison: 57 similar vehicles

Macon, 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

Kirksville, MO

Fair PriceRobust · 79
$15,900115,214 mi

Market: $6,500 – $19,995

Comparison: 79 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Kirksville, 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

Marshall, MO

UnscoredLimited · 7
$16,294183,269 mi

Comparison: 7 similar vehicles

Marshall, MO

2014 Ford F-150 King Ranch

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

2014 Ford F-150 King Ranch

Kirksville, MO

UnscoredInsufficient · 3
$16,489157,984 mi

Comparison: 3 similar vehicles

Kirksville, 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

Kirksville, MO

Fair PriceRobust · 139
$16,79992,620 mi

Market: $2,680 – $21,695

Comparison: 139 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Kirksville, MO

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

Chillicothe, MO

UnscoredInsufficient · 4
$16,950148,082 mi

Comparison: 4 similar vehicles

Chillicothe, MO

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

Chillicothe, MO

UnscoredLimited · 6
$16,950290,015 mi

Comparison: 6 similar vehicles

Chillicothe, MO

2018 Ford F-150 Lariat

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

2018 Ford F-150 Lariat

Trenton, MO

UnscoredRobust · 214
$17,000200,033 mi

Comparison: 214 similar vehicles

Trenton, MO

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

Trenton, MO

UnscoredModerate · 21
$17,800160,000 mi

Comparison: 21 similar vehicles

Trenton, 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

Marshall, MO

UnscoredLimited · 6
$18,294128,050 mi

Comparison: 6 similar vehicles

Marshall, MO

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

Kirksville, MO

UnscoredLimited · 9
$18,299101,950 mi

Comparison: 9 similar vehicles

Kirksville, MO

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

Chillicothe, MO

UnscoredRobust · 232
$18,950160,072 mi

Comparison: 232 similar vehicles

Chillicothe, MO

2018 Ford F-150 King Ranch

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

2018 Ford F-150 King Ranch

Macon, MO

UnscoredModerate · 26
$18,995188,113 mi

Comparison: 26 similar vehicles

Macon, 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

Marceline, MO

UnscoredInsufficient · 0
$19,99555,548 mi

Marceline, MO

2011 Ford F-250 Super Duty Lariat

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

2011 Ford F-250 Super Duty Lariat

Kirksville, MO

Salvage title
$20,489128,970 mi

Kirksville, MO

2021 Ford F-150 XLT

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

2021 Ford F-150 XLT

Brookfield, MO

UnscoredRobust · 379
$20,995127,646 mi

Comparison: 379 similar vehicles

Brookfield, MO

2016 Ford F-150 Platinum

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

2016 Ford F-150 Platinum

Kirksville, MO

UnscoredLimited · 14
$21,299147,492 mi

Comparison: 14 similar vehicles

Kirksville, MO

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

Kirksville, MO

UnscoredInsufficient · 3
$21,489148,975 mi

Comparison: 3 similar vehicles

Kirksville, MO

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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