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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

3,525 listings found

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Osage Beach, MO

UnscoredLimited · 11
$3,880209,281 mi

Comparison: 11 similar vehicles

Osage Beach, MO

2001 Ford F-150 XL

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

2001 Ford F-150 XL

Osage Beach, MO

UnscoredInsufficient · 0
$3,999175,000 mi

Osage Beach, MO

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Sedalia, MO

UnscoredLimited · 6
$4,500252,617 mi

Comparison: 6 similar vehicles

Sedalia, MO

1998 Ford F-150 XLT

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

1998 Ford F-150 XLT

Camdenton, MO

UnscoredInsufficient · 3
$4,500213,849 mi

Comparison: 3 similar vehicles

Camdenton, MO

2009 Chevrolet Silverado 2500HD Work Truck

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

2009 Chevrolet Silverado 2500HD Work Truck

Sedalia, MO

UnscoredInsufficient · 0
$4,921228,192 mi

Sedalia, MO

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Columbia, MO

UnscoredInsufficient · 0
$4,931268,295 mi

Columbia, MO

2003 Ford F-150 XLT

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

2003 Ford F-150 XLT

Osage Beach, MO

UnscoredLimited · 8
$4,998202,148 mi

Comparison: 8 similar vehicles

Osage Beach, MO

2008 Ford F-150 XLT

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

2008 Ford F-150 XLT

Osage Beach, MO

UnscoredLimited · 14
$4,999289,682 mi

Comparison: 14 similar vehicles

Osage Beach, MO

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

Osage Beach, MO

UnscoredModerate · 26
$4,999249,459 mi

Comparison: 26 similar vehicles

Osage Beach, MO

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Osage Beach, MO

UnscoredLimited · 11
$4,999200,100 mi

Comparison: 11 similar vehicles

Osage Beach, MO

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

Osage Beach, MO

UnscoredInsufficient · 0
$4,999155,000 mi

Osage Beach, MO

2004 Chevrolet Colorado Z71

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

2004 Chevrolet Colorado Z71

Osage Beach, MO

UnscoredInsufficient · 0
$4,999315,910 mi

Osage Beach, MO

2003 Chevrolet S-10 LS

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

2003 Chevrolet S-10 LS

Osage Beach, MO

UnscoredInsufficient · 3
$4,999178,441 mi

Comparison: 3 similar vehicles

Osage Beach, 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

Osage Beach, MO

UnscoredLimited · 7
$5,850215,239 mi

Comparison: 7 similar vehicles

Osage Beach, MO

2004 Dodge Dakota Sport

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

2004 Dodge Dakota Sport

Jefferson City, MO

UnscoredInsufficient · 0
$5,950110,000 mi

Jefferson City, MO

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Osage Beach, MO

UnscoredInsufficient · 3
$5,999245,840 mi

Comparison: 3 similar vehicles

Osage Beach, MO

2014 Chevrolet Silverado 1500 Work Truck 2WT

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

2014 Chevrolet Silverado 1500 Work Truck 2WT

Sedalia, MO

UnscoredLimited · 13
$6,500173,925 mi

Comparison: 13 similar vehicles

Sedalia, 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

Preston, MO

UnscoredInsufficient · 4
$6,936225,284 mi

Comparison: 4 similar vehicles

Preston, MO

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Camdenton, MO

UnscoredLimited · 11
$6,988146,823 mi

Comparison: 11 similar vehicles

Camdenton, 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

2007 Chevrolet Silverado 1500 Work Truck

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

2007 Chevrolet Silverado 1500 Work Truck

Osage Beach, MO

UnscoredLimited · 15
$6,999215,620 mi

Comparison: 15 similar vehicles

Osage Beach, MO

2005 Ford F-150 FX4

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

2005 Ford F-150 FX4

Osage Beach, MO

UnscoredInsufficient · 0
$6,999132,520 mi

Osage Beach, 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

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

Osage Beach, MO

UnscoredLimited · 12
$7,480189,900 mi

Comparison: 12 similar vehicles

Osage Beach, 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

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Osage Beach, MO

UnscoredInsufficient · 4
$7,880384,121 mi

Comparison: 4 similar vehicles

Osage Beach, MO

2009 GMC Sierra 1500 Denali

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

2009 GMC Sierra 1500 Denali

Macks Creek, MO

UnscoredInsufficient · 0
$7,900252,590 mi

Macks Creek, MO

2003 Ford F-250 Super Duty XLT

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

2003 Ford F-250 Super Duty XLT

Osage Beach, MO

UnscoredInsufficient · 4
$7,999203,790 mi

Comparison: 4 similar vehicles

Osage Beach, 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

Columbia, MO

UnscoredLimited · 5
$8,000124,974 mi

Comparison: 5 similar vehicles

Columbia, MO

2006 Nissan Frontier SE

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

2006 Nissan Frontier SE

Sedalia, MO

UnscoredInsufficient · 0
$8,480174,889 mi

Sedalia, MO

2009 Chevrolet Silverado 1500 1LT

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

2009 Chevrolet Silverado 1500 1LT

Sedalia, MO

UnscoredLimited · 17
$8,500208,053 mi

Comparison: 17 similar vehicles

Sedalia, 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

Camdenton, MO

UnscoredLimited · 8
$8,988254,347 mi

Comparison: 8 similar vehicles

Camdenton, MO

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

Columbia, MO

UnscoredModerate · 45
$8,993203,030 mi

Comparison: 45 similar vehicles

Columbia, MO

2006 Honda Ridgeline RT

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

2006 Honda Ridgeline RT

Sedalia, MO

UnscoredInsufficient · 0
$8,995195,980 mi

Sedalia, 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

Osage Beach, MO

UnscoredLimited · 5
$8,999234,973 mi

Comparison: 5 similar vehicles

Osage Beach, MO

2012 GMC Sierra 1500 SL

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

2012 GMC Sierra 1500 SL

Osage Beach, MO

UnscoredInsufficient · 0
$8,999194,000 mi

Osage Beach, 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 · 5
$9,000255,981 mi

Comparison: 5 similar vehicles

Saint Robert, 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

Osage Beach, MO

UnscoredLimited · 8
$9,450185,493 mi

Comparison: 8 similar vehicles

Osage Beach, 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

Sedalia, MO

UnscoredModerate · 26
$9,450208,665 mi

Comparison: 26 similar vehicles

Sedalia, 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

Macks Creek, MO

UnscoredModerate · 37
$9,500249,077 mi

Comparison: 37 similar vehicles

Macks Creek, 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

2007 Ford F-150 Lariat

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

2007 Ford F-150 Lariat

Columbia, MO

UnscoredInsufficient · 4
$9,70092,051 mi

Comparison: 4 similar vehicles

Columbia, 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

Macks Creek, MO

UnscoredInsufficient · 3
$9,800221,788 mi

Comparison: 3 similar vehicles

Macks Creek, 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

Osage Beach, MO

UnscoredLimited · 11
$9,850176,777 mi

Comparison: 11 similar vehicles

Osage Beach, MO

2008 Ford F-250 Super Duty XL

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

2008 Ford F-250 Super Duty XL

Jefferson City, MO

UnscoredModerate · 21
$9,900208,120 mi

Comparison: 21 similar vehicles

Jefferson City, 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

Columbia, MO

UnscoredRobust · 78
$9,923322,646 mi

Comparison: 78 similar vehicles

Columbia, MO

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

Columbia, MO

UnscoredInsufficient · 0
$9,999174,234 mi

Columbia, MO

2006 Dodge Ram 2500 Pickup Laramie

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

2006 Dodge Ram 2500 Pickup Laramie

Columbia, MO

UnscoredInsufficient · 0
$10,000157,437 mi

Columbia, 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

2007 Nissan Frontier SE

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

2007 Nissan Frontier SE

Jefferson City, MO

UnscoredInsufficient · 4
$10,495136,230 mi

Comparison: 4 similar vehicles

Jefferson City, 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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