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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

1,474 listings found

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Cabool, MO

UnscoredInsufficient · 0
$4,800242,000 mi

Cabool, MO

2002 Mazda Truck Base

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

2002 Mazda Truck Base

Mountain Grove, MO

UnscoredInsufficient · 0
$5,495197,168 mi

Mountain Grove, 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

Salem, MO

UnscoredModerate · 36
$6,995244,000 mi

Comparison: 36 similar vehicles

Salem, MO

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

Lebanon, MO

UnscoredModerate · 36
$6,999202,412 mi

Comparison: 36 similar vehicles

Lebanon, MO

2008 Ford Ranger Sport

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

2008 Ford Ranger Sport

Lebanon, MO

UnscoredInsufficient · 0
$7,250120,893 mi

Lebanon, MO

2001 Ford Ranger XLT

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

2001 Ford Ranger XLT

West Plains, MO

UnscoredInsufficient · 0
$7,479222,906 mi

West Plains, MO

2013 GMC Sierra 3500 SLT

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

2013 GMC Sierra 3500 SLT

Lebanon, MO

UnscoredInsufficient · 0
$7,500330,088 mi

Lebanon, MO

2005 GMC Sierra 2500HD SLT

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

2005 GMC Sierra 2500HD SLT

Lebanon, MO

UnscoredInsufficient · 0
$8,500142,000 mi

Lebanon, MO

2010 RAM 2500 Pickup SLT

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

2010 RAM 2500 Pickup SLT

Saint Robert, MO

UnscoredLimited · 10
$9,000255,981 mi

Comparison: 10 similar vehicles

Saint Robert, MO

1997 Chevrolet K1500 CHEYENNE

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

1997 Chevrolet K1500 CHEYENNE

Lebanon, MO

UnscoredInsufficient · 0
$9,500127,482 mi

Lebanon, MO

2004 Dodge Dakota SLT

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

2004 Dodge Dakota SLT

Ava, MO

UnscoredInsufficient · 0
$9,90088,396 mi

Ava, MO

2006 Ford Ranger STX

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

2006 Ford Ranger STX

Marshfield, MO

UnscoredInsufficient · 0
$9,929102,764 mi

Marshfield, MO

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

Mountain Grove, MO

UnscoredModerate · 30
$9,982184,205 mi

Comparison: 30 similar vehicles

Mountain Grove, MO

2005 Dodge Ram 3500 Pickup Laramie

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

2005 Dodge Ram 3500 Pickup Laramie

Lebanon, MO

UnscoredInsufficient · 0
$10,000254,407 mi

Lebanon, 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

Saint Robert, MO

UnscoredRobust · 108
$10,500272,840 mi

Comparison: 108 similar vehicles

Saint Robert, MO

2018 Nissan Frontier S

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

2018 Nissan Frontier S

Lebanon, MO

UnscoredInsufficient · 0
$10,900157,041 mi

Lebanon, 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

Marshfield, MO

UnscoredLimited · 8
$10,900170,000 mi

Comparison: 8 similar vehicles

Marshfield, MO

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

Marshfield, MO

UnscoredLimited · 16
$10,900162,074 mi

Comparison: 16 similar vehicles

Marshfield, MO

2005 Chevrolet Silverado 3500 LS

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

2005 Chevrolet Silverado 3500 LS

Houston, MO

UnscoredInsufficient · 0
$10,900271,100 mi

Houston, MO

2011 Ford F-150 Lariat

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

2011 Ford F-150 Lariat

West Plains, MO

UnscoredLimited · 10
$11,950200,403 mi

Comparison: 10 similar vehicles

West Plains, MO

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

West Plains, MO

UnscoredModerate · 32
$11,988182,103 mi

Comparison: 32 similar vehicles

West Plains, MO

2016 Chevrolet Colorado Work Truck

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

2016 Chevrolet Colorado Work Truck

Mountain View, MO

UnscoredLimited · 5
$11,990150,524 mi

Comparison: 5 similar vehicles

Mountain View, MO

2017 Chevrolet Colorado Work Truck

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

2017 Chevrolet Colorado Work Truck

Saint Robert, MO

UnscoredLimited · 13
$12,000159,179 mi

Comparison: 13 similar vehicles

Saint Robert, MO

2009 Chevrolet Silverado 1500 2HY

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

2009 Chevrolet Silverado 1500 2HY

Mountain Grove, MO

UnscoredInsufficient · 0
$12,000124,000 mi

Mountain Grove, MO

2011 GMC Sierra 1500 SLE

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

2011 GMC Sierra 1500 SLE

Marshfield, MO

Fair PriceLimited · 19
$12,400120,000 mi

Market: $3,979 – $15,995

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 345 days listed (based on current market benchmarks)

Marshfield, MO

2010 Nissan Frontier LE

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

2010 Nissan Frontier LE

Marshfield, MO

UnscoredInsufficient · 0
$12,607129,048 mi

Marshfield, MO

2007 GMC Sierra 1500 SLT

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

2007 GMC Sierra 1500 SLT

West Plains, MO

UnscoredInsufficient · 0
$12,995130,080 mi

West Plains, MO

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Lebanon, MO

UnscoredRobust · 141
$13,328185,799 mi

Comparison: 141 similar vehicles

Lebanon, MO

2015 RAM 1500 Rebel

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

2015 RAM 1500 Rebel

Lebanon, MO

UnscoredInsufficient · 0
$13,500182,592 mi

Lebanon, MO

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

Marshfield, MO

UnscoredInsufficient · 3
$13,600161,620 mi

Comparison: 3 similar vehicles

Marshfield, MO

2020 RAM 1500 Classic SLT

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

2020 RAM 1500 Classic SLT

Lebanon, MO

Fair PriceLimited · 16
$13,800116,179 mi

Market: $12,500 – $25,497

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Lebanon, MO

2011 Ford Ranger XL

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

2011 Ford Ranger XL

Ava, MO

UnscoredInsufficient · 0
$13,90074,547 mi

Ava, MO

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Lebanon, MO

UnscoredInsufficient · 3
$13,900164,783 mi

Comparison: 3 similar vehicles

Lebanon, MO

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

West Plains, MO

UnscoredLimited · 5
$14,479197,532 mi

Comparison: 5 similar vehicles

West Plains, MO

2016 Nissan Titan XD SL

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

2016 Nissan Titan XD SL

Lebanon, MO

UnscoredLimited · 9
$14,500100,248 mi

Comparison: 9 similar vehicles

Lebanon, 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

Ava, MO

UnscoredInsufficient · 3
$14,500168,942 mi

Comparison: 3 similar vehicles

Ava, MO

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

Saint Robert, MO

UnscoredRobust · 145
$14,890178,447 mi

Comparison: 145 similar vehicles

Saint Robert, 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

Marshfield, MO

UnscoredLimited · 12
$14,900175,158 mi

Comparison: 12 similar vehicles

Marshfield, MO

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

Pottersville, MO

UnscoredInsufficient · 0
$14,950196,650 mi

Pottersville, MO

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

West Plains, MO

UnscoredModerate · 33
$14,988157,048 mi

Comparison: 33 similar vehicles

West Plains, MO

2012 RAM 1500 Pickup ST

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

2012 RAM 1500 Pickup ST

West Plains, MO

OverpricedLimited · 15
$14,988179,746 mi

Market: $7,250 – $13,999

Comparison: 15 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

West Plains, MO

2018 Chevrolet Silverado 1500 Custom

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

2018 Chevrolet Silverado 1500 Custom

Mountain View, MO

UnscoredModerate · 28
$14,990207,745 mi

Comparison: 28 similar vehicles

Mountain View, 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

Mountain View, MO

UnscoredRobust · 86
$14,990179,349 mi

Comparison: 86 similar vehicles

Mountain View, 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

Mountain View, MO

UnscoredRobust · 125
$14,990147,068 mi

Comparison: 125 similar vehicles

Mountain View, 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

Salem, MO

UnscoredModerate · 36
$14,995162,000 mi

Comparison: 36 similar vehicles

Salem, MO

2008 Ford F-150 FX2

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

2008 Ford F-150 FX2

West Plains, MO

UnscoredInsufficient · 0
$14,995Mileage not verified

West Plains, MO

2016 RAM 1500 Pickup Tradesman

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

2016 RAM 1500 Pickup Tradesman

Lebanon, MO

UnscoredInsufficient · 0
$15,00045,312 mi

Lebanon, MO

2012 RAM 3500 Pickup Laramie

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

2012 RAM 3500 Pickup Laramie

Lebanon, MO

UnscoredInsufficient · 0
$15,000364,004 mi

Lebanon, MO

2010 Ford F-250 Super Duty Lariat

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

2010 Ford F-250 Super Duty Lariat

Lebanon, MO

UnscoredLimited · 5
$15,433176,254 mi

Comparison: 5 similar vehicles

Lebanon, MO

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

West Plains, MO

UnscoredRobust · 57
$15,479166,184 mi

Comparison: 57 similar vehicles

West Plains, 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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