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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 15, 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

21,977 listings found

2007 Jeep Commander Sport

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

2007 Jeep Commander Sport

Ocean Springs, MS

UnscoredInsufficient · 0
$1,850227,576 mi

Ocean Springs, MS

2010 GMC Terrain SLT-2

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

2010 GMC Terrain SLT-2

Gulfport, MS

UnscoredInsufficient · 0
$2,700161,025 mi

Gulfport, MS

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

D'Iberville, MS

UnscoredInsufficient · 0
$2,977168,178 mi

D'Iberville, MS

2005 Toyota 4Runner SR5

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

2005 Toyota 4Runner SR5

Brandon, MS

UnscoredLimited · 5
$3,005194,441 mi

Comparison: 5 similar vehicles

Brandon, MS

2012 Jeep Patriot Sport

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

2012 Jeep Patriot Sport

Southaven, MS

UnscoredInsufficient · 0
$3,424160,246 mi

Southaven, MS

2012 GMC Terrain SLE-2

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

2012 GMC Terrain SLE-2

Senatobia, MS

UnscoredInsufficient · 0
$3,450218,986 mi

Senatobia, MS

No Photo

2007 Lexus RX 350

Olive Branch, MS

UnscoredLimited · 6
$3,500Mileage not verified

Comparison: 6 similar vehicles

Olive Branch, MS

2000 Isuzu Rodeo S

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

2000 Isuzu Rodeo S

Grenada, MS

UnscoredInsufficient · 0
$3,500136,000 mi

Grenada, MS

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Jackson, MS

UnscoredInsufficient · 0
$3,699176,451 mi

Jackson, MS

2012 Ford Flex SEL

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

2012 Ford Flex SEL

Biloxi, MS

UnscoredInsufficient · 0
$3,885306,108 mi

Biloxi, MS

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Olive Branch, MS

UnscoredInsufficient · 0
$3,900164,079 mi

Olive Branch, MS

2015 Lincoln MKC Base

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

2015 Lincoln MKC Base

Olive Branch, MS

UnscoredInsufficient · 4
$3,950229,741 mi

Comparison: 4 similar vehicles

Olive Branch, MS

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Olive Branch, MS

UnscoredInsufficient · 3
$3,950115,442 mi

Comparison: 3 similar vehicles

Olive Branch, MS

No Photo

2010 Hyundai Santa Fe SE

Waveland, MS

UnscoredInsufficient · 0
$3,988171,548 mi

Waveland, MS

2008 Lexus RX 350

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

2008 Lexus RX 350

Ocean Springs, MS

UnscoredLimited · 5
$3,995246,354 mi

Comparison: 5 similar vehicles

Ocean Springs, MS

2006 Chevrolet Suburban LS

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

2006 Chevrolet Suburban LS

Ocean Springs, MS

UnscoredInsufficient · 0
$3,995200,000 mi

Ocean Springs, MS

2012 Ford Explorer XLT

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

2012 Ford Explorer XLT

Jackson, MS

UnscoredLimited · 6
$3,998263,000 mi

Comparison: 6 similar vehicles

Jackson, MS

2014 Ford Escape S

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

2014 Ford Escape S

Picayune, MS

UnscoredLimited · 5
$3,999174,955 mi

Comparison: 5 similar vehicles

Picayune, MS

2005 Buick Rendezvous CX AWD

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

2005 Buick Rendezvous CX AWD

Jackson, MS

UnscoredInsufficient · 0
$3,999169,121 mi

Jackson, MS

2003 Honda Pilot EX

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

2003 Honda Pilot EX

Jackson, MS

UnscoredInsufficient · 0
$3,999198,785 mi

Jackson, MS

No Photo

2002 Isuzu Rodeo Sport S

Olive Branch, MS

UnscoredInsufficient · 0
$4,000177,554 mi

Olive Branch, MS

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Lucedale, MS

UnscoredInsufficient · 4
$4,080118,278 mi

Comparison: 4 similar vehicles

Lucedale, MS

2009 Kia Borrego EX

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

2009 Kia Borrego EX

Byhalia, MS

UnscoredInsufficient · 0
$4,183199,924 mi

Byhalia, MS

2007 Ford Edge SE

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

2007 Ford Edge SE

Southaven, MS

UnscoredInsufficient · 0
$4,200151,310 mi

Southaven, MS

2006 Jeep Grand Cherokee Laredo

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

2006 Jeep Grand Cherokee Laredo

Southaven, MS

UnscoredInsufficient · 0
$4,300179,598 mi

Southaven, MS

2010 Chevrolet Equinox 1LT

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

2010 Chevrolet Equinox 1LT

Southaven, MS

UnscoredInsufficient · 0
$4,415150,800 mi

Southaven, MS

2007 Acura MDX Sport and Entertainment Package

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

2007 Acura MDX Sport and Entertainment Package

D'Iberville, MS

UnscoredInsufficient · 0
$4,477145,067 mi

D'Iberville, MS

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Jackson, MS

UnscoredLimited · 8
$4,500178,459 mi

Comparison: 8 similar vehicles

Jackson, MS

2011 Nissan Armada Platinum

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

2011 Nissan Armada Platinum

Jackson, MS

UnscoredInsufficient · 4
$4,500181,212 mi

Comparison: 4 similar vehicles

Jackson, MS

2011 Hyundai Tucson GL

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

2011 Hyundai Tucson GL

Jackson, MS

UnscoredInsufficient · 0
$4,500139,451 mi

Jackson, MS

2010 Toyota RAV4 Limited

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

2010 Toyota RAV4 Limited

Pearl, MS

UnscoredInsufficient · 0
$4,500222,500 mi

Pearl, MS

2008 Mazda Tribute i Sport

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

2008 Mazda Tribute i Sport

Southaven, MS

UnscoredInsufficient · 0
$4,500177,788 mi

Southaven, MS

2007 Subaru Forester 2.5 X

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

2007 Subaru Forester 2.5 X

Olive Branch, MS

UnscoredInsufficient · 0
$4,500Mileage not verified

Olive Branch, MS

2002 Chevrolet TrailBlazer LS

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

2002 Chevrolet TrailBlazer LS

Olive Branch, MS

UnscoredInsufficient · 0
$4,500184,551 mi

Olive Branch, MS

No Photo

2000 Lincoln Navigator Base

Olive Branch, MS

UnscoredInsufficient · 0
$4,500179,940 mi

Olive Branch, MS

2018 Ford Escape S

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

2018 Ford Escape S

Brandon, MS

UnscoredInsufficient · 3
$4,887182,218 mi

Comparison: 3 similar vehicles

Brandon, MS

2014 Cadillac SRX Performance Collection

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

2014 Cadillac SRX Performance Collection

Jackson, MS

UnscoredLimited · 11
$4,899139,451 mi

Comparison: 11 similar vehicles

Jackson, MS

2008 GMC Yukon SLE1

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

2008 GMC Yukon SLE1

Olive Branch, MS

UnscoredInsufficient · 0
$4,900241,967 mi

Olive Branch, MS

2011 Ford Expedition Limited

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

2011 Ford Expedition Limited

Flowood, MS

UnscoredInsufficient · 0
$4,925280,858 mi

Flowood, MS

2015 Dodge Journey SE

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

2015 Dodge Journey SE

Carriere, MS

UnscoredInsufficient · 0
$4,975174,399 mi

Carriere, MS

2014 Ford Escape SE

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

2014 Ford Escape SE

D'Iberville, MS

Fair PriceModerate · 25
$4,977144,848 mi

Market: $3,995 – $9,456

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 723 days listed (based on current market benchmarks)

D'Iberville, MS

2018 Chevrolet Trax LS

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

2018 Chevrolet Trax LS

Gulfport, MS

UnscoredLimited · 15
$4,995121,495 mi

Comparison: 15 similar vehicles

Gulfport, MS

2017 Hyundai Santa Fe Sport

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

2017 Hyundai Santa Fe Sport

Coldwater, MS

UnscoredModerate · 35
$4,995195,914 mi

Comparison: 35 similar vehicles

Coldwater, MS

2014 Chevrolet Traverse 1LT

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

2014 Chevrolet Traverse 1LT

Gulfport, MS

UnscoredLimited · 8
$4,995236,670 mi

Comparison: 8 similar vehicles

Gulfport, MS

2014 Kia Sorento Limited

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

2014 Kia Sorento Limited

Ocean Springs, MS

UnscoredInsufficient · 0
$4,995181,730 mi

Ocean Springs, MS

2012 GMC Acadia SL

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

2012 GMC Acadia SL

Gulfport, MS

UnscoredInsufficient · 4
$4,995288,162 mi

Comparison: 4 similar vehicles

Gulfport, MS

2009 Kia Sportage LX

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

2009 Kia Sportage LX

Biloxi, MS

UnscoredInsufficient · 0
$4,995137,032 mi

Biloxi, MS

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Gulfport, MS

UnscoredInsufficient · 0
$4,995205,343 mi

Gulfport, MS

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Jackson, MS

Fair PriceLimited · 13
$4,999151,121 mi

Market: $4,995 – $13,900

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Jackson, MS

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Jackson, MS

UnscoredLimited · 14
$4,999180,124 mi

Comparison: 14 similar vehicles

Jackson, 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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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