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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

12,668 listings found

2010 Ford F-150 STX

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

2010 Ford F-150 STX

Hattiesburg, MS

UnscoredInsufficient · 0
$4,000295,492 mi

Hattiesburg, MS

2003 Dodge Ram 1500 Pickup ST

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

2003 Dodge Ram 1500 Pickup ST

Southaven, MS

UnscoredInsufficient · 0
$4,413308,000 mi

Southaven, MS

2006 Ford F-150 STX

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

2006 Ford F-150 STX

Laurel, MS

UnscoredInsufficient · 4
$4,419255,225 mi

Comparison: 4 similar vehicles

Laurel, MS

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

D'Iberville, MS

UnscoredLimited · 16
$4,477267,233 mi

Comparison: 16 similar vehicles

D'Iberville, MS

2007 Nissan Frontier LE

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

2007 Nissan Frontier LE

Crystal Springs, MS

UnscoredInsufficient · 0
$4,500258,298 mi

Crystal Springs, MS

2006 Honda Ridgeline RTL

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

2006 Honda Ridgeline RTL

Ocean Springs, MS

UnscoredInsufficient · 0
$4,500227,850 mi

Ocean Springs, MS

No Photo

2005 Ford F-150 Lariat

Greenwood, MS

UnscoredLimited · 5
$4,500210,522 mi

Comparison: 5 similar vehicles

Greenwood, MS

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

Jackson, MS

UnscoredInsufficient · 3
$4,500317,896 mi

Comparison: 3 similar vehicles

Jackson, MS

2008 Nissan Frontier LE

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

2008 Nissan Frontier LE

Ocean Springs, MS

UnscoredInsufficient · 0
$4,995156,435 mi

Ocean Springs, MS

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

Natchez, MS

Salvage title
$4,995247,348 mi

Natchez, MS

2006 Dodge Dakota ST

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

2006 Dodge Dakota ST

Jackson, MS

UnscoredInsufficient · 0
$4,995180,000 mi

Jackson, MS

No Photo

2010 Ford Ranger XL

Olive Branch, MS

UnscoredInsufficient · 0
$5,500187,474 mi

Olive Branch, MS

2005 Nissan Titan XE

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

2005 Nissan Titan XE

Jackson, MS

UnscoredInsufficient · 0
$5,500189,784 mi

Jackson, MS

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

Olive Branch, MS

Salvage title
$5,800Mileage not verified

Olive Branch, MS

2005 Chevrolet Colorado Z71

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

2005 Chevrolet Colorado Z71

Calhoun City, MS

UnscoredInsufficient · 0
$5,800267,617 mi

Calhoun City, MS

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

Brandon, MS

UnscoredInsufficient · 0
$5,995260,287 mi

Brandon, MS

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Biloxi, MS

UnscoredInsufficient · 3
$5,995255,800 mi

Comparison: 3 similar vehicles

Biloxi, MS

2003 Ford F-250 Super Duty XL

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

2003 Ford F-250 Super Duty XL

Jackson, MS

UnscoredInsufficient · 0
$5,995225,036 mi

Jackson, MS

2001 Dodge Dakota SPORT

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

2001 Dodge Dakota SPORT

Holly Springs, MS

UnscoredInsufficient · 0
$5,995Mileage not verified

Holly Springs, MS

2011 Suzuki Equator Sport

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

2011 Suzuki Equator Sport

Ocean Springs, MS

UnscoredInsufficient · 0
$5,998301,380 mi

Ocean Springs, MS

1999 Ford Ranger XLT

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

1999 Ford Ranger XLT

Tishomingo, MS

UnscoredInsufficient · 0
$5,999152,997 mi

Tishomingo, MS

2009 Toyota Tundra SR5

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

2009 Toyota Tundra SR5

Columbia, MS

UnscoredInsufficient · 0
$6,122310,784 mi

Columbia, MS

2009 Toyota Tacoma Base

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

2009 Toyota Tacoma Base

Mount Olive, MS

UnscoredInsufficient · 4
$6,148325,542 mi

Comparison: 4 similar vehicles

Mount Olive, MS

2003 Ford Explorer Sport Trac XLS

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

2003 Ford Explorer Sport Trac XLS

Southaven, MS

UnscoredInsufficient · 0
$6,263151,443 mi

Southaven, MS

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

Columbia, MS

UnscoredModerate · 28
$6,355222,271 mi

Comparison: 28 similar vehicles

Columbia, MS

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

Southaven, MS

UnscoredInsufficient · 3
$6,415217,819 mi

Comparison: 3 similar vehicles

Southaven, MS

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

Southaven, MS

UnscoredModerate · 22
$6,415179,975 mi

Comparison: 22 similar vehicles

Southaven, MS

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Southaven, MS

UnscoredLimited · 6
$6,415265,326 mi

Comparison: 6 similar vehicles

Southaven, MS

2002 Ford F-250 Super Duty XL

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

2002 Ford F-250 Super Duty XL

Bude, MS

UnscoredInsufficient · 0
$6,495100,705 mi

Bude, MS

No Photo

2015 Chevrolet Silverado 1500 Work Truck 1WT

Olive Branch, MS

UnscoredLimited · 7
$6,500125,878 mi

Comparison: 7 similar vehicles

Olive Branch, MS

1997 Ford Ranger XLT

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

1997 Ford Ranger XLT

Bay St. Louis, MS

UnscoredInsufficient · 0
$6,500123,000 mi

Bay St. Louis, MS

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

Columbia, MS

UnscoredLimited · 17
$6,736343,683 mi

Comparison: 17 similar vehicles

Columbia, MS

2011 Honda Ridgeline RTL

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

2011 Honda Ridgeline RTL

Calhoun City, MS

UnscoredInsufficient · 0
$6,800222,289 mi

Calhoun City, MS

No Photo

2008 Ford F-150 Lariat

Natchez, MS

UnscoredInsufficient · 0
$6,888197,737 mi

Natchez, MS

2012 Toyota Tacoma Base

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

2012 Toyota Tacoma Base

Tishomingo, MS

UnscoredLimited · 5
$6,950293,634 mi

Comparison: 5 similar vehicles

Tishomingo, MS

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

Olive Branch, MS

UnscoredLimited · 8
$6,950167,383 mi

Comparison: 8 similar vehicles

Olive Branch, MS

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

Picayune, MS

UnscoredInsufficient · 3
$6,977226,639 mi

Comparison: 3 similar vehicles

Picayune, MS

2011 Toyota Tacoma PreRunner

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

2011 Toyota Tacoma PreRunner

Grenada, MS

UnscoredInsufficient · 3
$6,995227,100 mi

Comparison: 3 similar vehicles

Grenada, MS

2007 Chevrolet Silverado Classic 1500 LS

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

2007 Chevrolet Silverado Classic 1500 LS

Bay St. Louis, MS

UnscoredInsufficient · 0
$6,995123,000 mi

Bay St. Louis, MS

2005 Dodge Ram 1500 Pickup SLT

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

2005 Dodge Ram 1500 Pickup SLT

Meridian, MS

UnscoredInsufficient · 0
$6,995386,099 mi

Meridian, MS

2003 Ford F-150 XL

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

2003 Ford F-150 XL

Bude, MS

UnscoredLimited · 6
$6,995124,062 mi

Comparison: 6 similar vehicles

Bude, MS

2003 Ford F-150 King Ranch

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

2003 Ford F-150 King Ranch

Ovett, MS

UnscoredInsufficient · 0
$6,999154,514 mi

Ovett, MS

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Grenada, MS

UnscoredLimited · 8
$7,100274,000 mi

Comparison: 8 similar vehicles

Grenada, MS

2008 GMC Sierra 1500 Work Truck

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

2008 GMC Sierra 1500 Work Truck

Natchez, MS

UnscoredLimited · 10
$7,198192,415 mi

Comparison: 10 similar vehicles

Natchez, MS

2006 Chevrolet Silverado 1500 LS2

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

2006 Chevrolet Silverado 1500 LS2

Biloxi, MS

UnscoredInsufficient · 0
$7,495215,310 mi

Biloxi, MS

2012 RAM 1500 Pickup Sport

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

2012 RAM 1500 Pickup Sport

Olive Branch, MS

UnscoredInsufficient · 3
$7,500227,926 mi

Comparison: 3 similar vehicles

Olive Branch, MS

No Photo

2008 Ford F-150 Lariat

Jackson, MS

UnscoredInsufficient · 0
$7,500158,642 mi

Jackson, MS

2008 Chevrolet Silverado 1500 Work Truck

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

2008 Chevrolet Silverado 1500 Work Truck

Biloxi, MS

UnscoredLimited · 5
$7,599137,736 mi

Comparison: 5 similar vehicles

Biloxi, MS

2008 Chevrolet Avalanche LS

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

2008 Chevrolet Avalanche LS

Tishomingo, MS

UnscoredInsufficient · 3
$7,685288,292 mi

Comparison: 3 similar vehicles

Tishomingo, MS

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Hattiesburg, MS

UnscoredModerate · 23
$7,795267,459 mi

Comparison: 23 similar vehicles

Hattiesburg, MS

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 manage their profile, 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, exports, and enhanced merchandising.
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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