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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 20, 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

3,201 listings found

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Aliceville, AL

UnscoredLimited · 14
$2,990321,163 mi

Comparison: 14 similar vehicles

Aliceville, AL

2009 Honda Pilot Touring

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

2009 Honda Pilot Touring

Fayette, AL

UnscoredInsufficient · 0
$4,900236,284 mi

Fayette, AL

2012 Kia Sorento LX

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

2012 Kia Sorento LX

Mooreville, MS

UnscoredLimited · 8
$5,900219,900 mi

Comparison: 8 similar vehicles

Mooreville, MS

2013 Ford Escape SE

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

2013 Ford Escape SE

Columbus, MS

UnscoredLimited · 16
$5,995229,532 mi

Comparison: 16 similar vehicles

Columbus, MS

2016 Dodge Journey SE

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

2016 Dodge Journey SE

Tupelo, MS

UnscoredLimited · 18
$6,200208,171 mi

Comparison: 18 similar vehicles

Tupelo, MS

2008 Ford Escape XLT

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

2008 Ford Escape XLT

Calhoun City, MS

UnscoredInsufficient · 0
$6,50091,886 mi

Calhoun City, MS

2016 Chevrolet Traverse LTZ

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

2016 Chevrolet Traverse LTZ

Fayette, AL

UnscoredInsufficient · 4
$6,900177,432 mi

Comparison: 4 similar vehicles

Fayette, AL

2010 Ford Edge Limited

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

2010 Ford Edge Limited

Mooreville, MS

UnscoredLimited · 7
$6,900158,429 mi

Comparison: 7 similar vehicles

Mooreville, MS

2017 Ford Edge SEL

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

2017 Ford Edge SEL

Fayette, AL

UnscoredModerate · 34
$7,189143,620 mi

Comparison: 34 similar vehicles

Fayette, AL

2013 Volkswagen Tiguan S

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

2013 Volkswagen Tiguan S

Fayette, AL

UnscoredInsufficient · 0
$7,18991,874 mi

Fayette, AL

2015 Chevrolet Traverse 2LT

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

2015 Chevrolet Traverse 2LT

Tupelo, MS

UnscoredLimited · 19
$7,500225,435 mi

Comparison: 19 similar vehicles

Tupelo, MS

2016 Nissan Pathfinder SV

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

2016 Nissan Pathfinder SV

West Point, MS

UnscoredInsufficient · 0
$7,594176,164 mi

West Point, MS

2016 Dodge Journey CrossRoad Plus

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

2016 Dodge Journey CrossRoad Plus

Tupelo, MS

UnscoredLimited · 9
$7,695167,535 mi

Comparison: 9 similar vehicles

Tupelo, MS

2010 Honda CR-V EX-L

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

2010 Honda CR-V EX-L

Fayette, AL

UnscoredLimited · 12
$7,699195,713 mi

Comparison: 12 similar vehicles

Fayette, AL

2014 Nissan Rogue Select S

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

2014 Nissan Rogue Select S

Columbus, MS

UnscoredLimited · 19
$7,795210,926 mi

Comparison: 19 similar vehicles

Columbus, MS

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Columbus, MS

UnscoredLimited · 9
$7,894138,007 mi

Comparison: 9 similar vehicles

Columbus, MS

2018 Nissan Pathfinder SV

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

2018 Nissan Pathfinder SV

Saltillo, MS

UnscoredLimited · 14
$7,900157,386 mi

Comparison: 14 similar vehicles

Saltillo, MS

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Mooreville, MS

UnscoredLimited · 7
$7,900109,225 mi

Comparison: 7 similar vehicles

Mooreville, MS

2015 Nissan Pathfinder SL

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

2015 Nissan Pathfinder SL

Starkville, MS

UnscoredLimited · 11
$7,904150,737 mi

Comparison: 11 similar vehicles

Starkville, MS

2018 Dodge Journey SXT

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

2018 Dodge Journey SXT

Tupelo, MS

UnscoredLimited · 11
$8,100183,630 mi

Comparison: 11 similar vehicles

Tupelo, MS

2014 Nissan Pathfinder Platinum

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

2014 Nissan Pathfinder Platinum

Starkville, MS

UnscoredLimited · 5
$8,125167,404 mi

Comparison: 5 similar vehicles

Starkville, MS

2014 Mercedes-Benz GLK-Class GLK250

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

2014 Mercedes-Benz GLK-Class GLK250

Starkville, MS

UnscoredInsufficient · 0
$8,199165,662 mi

Starkville, MS

2011 Hyundai Tucson GLS

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

2011 Hyundai Tucson GLS

Vernon, AL

UnscoredLimited · 16
$8,495125,687 mi

Comparison: 16 similar vehicles

Vernon, AL

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Calhoun City, MS

Fair PriceModerate · 37
$8,50098,896 mi

Market: $6,895 – $13,096

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Calhoun City, MS

2012 Jeep Wrangler Unlimited Sport

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

2012 Jeep Wrangler Unlimited Sport

Carrollton, AL

UnscoredLimited · 14
$8,500193,999 mi

Comparison: 14 similar vehicles

Carrollton, AL

2017 Chevrolet Trax LT

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

2017 Chevrolet Trax LT

Mooreville, MS

UnscoredLimited · 11
$8,900123,275 mi

Comparison: 11 similar vehicles

Mooreville, MS

2014 Ford Expedition XLT

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

2014 Ford Expedition XLT

Mooreville, MS

UnscoredInsufficient · 0
$8,900205,025 mi

Mooreville, MS

2014 Hyundai Santa Fe Sport

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

2014 Hyundai Santa Fe Sport

Mooreville, MS

Fair PriceModerate · 22
$8,900102,289 mi

Market: $5,490 – $13,990

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Mooreville, MS

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Tupelo, MS

UnscoredModerate · 20
$8,950155,618 mi

Comparison: 20 similar vehicles

Tupelo, MS

2003 Chevrolet TrailBlazer LT

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

2003 Chevrolet TrailBlazer LT

Starkville, MS

UnscoredInsufficient · 0
$8,990179,175 mi

Starkville, MS

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Columbus, MS

UnscoredModerate · 27
$8,995189,057 mi

Comparison: 27 similar vehicles

Columbus, MS

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Tupelo, MS

UnscoredModerate · 46
$9,200166,496 mi

Comparison: 46 similar vehicles

Tupelo, MS

2009 Honda Pilot Touring

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

2009 Honda Pilot Touring

Tupelo, MS

UnscoredInsufficient · 0
$9,500179,023 mi

Tupelo, MS

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Tupelo, MS

UnscoredModerate · 28
$9,550153,720 mi

Comparison: 28 similar vehicles

Tupelo, MS

2013 GMC Terrain Denali

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

2013 GMC Terrain Denali

Houston, MS

UnscoredInsufficient · 0
$9,650141,023 mi

Houston, MS

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Mooreville, MS

UnscoredLimited · 6
$9,80095,160 mi

Comparison: 6 similar vehicles

Mooreville, MS

2016 Ford Edge SEL

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

2016 Ford Edge SEL

Tupelo, MS

UnscoredLimited · 12
$9,900151,550 mi

Comparison: 12 similar vehicles

Tupelo, MS

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Tupelo, MS

UnscoredModerate · 21
$9,900149,142 mi

Comparison: 21 similar vehicles

Tupelo, MS

2013 Mazda CX-9 Touring

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

2013 Mazda CX-9 Touring

Tupelo, MS

UnscoredInsufficient · 0
$9,900159,410 mi

Tupelo, MS

2019 Chevrolet Trax LS

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

2019 Chevrolet Trax LS

Columbus, MS

UnscoredLimited · 8
$9,93495,506 mi

Comparison: 8 similar vehicles

Columbus, MS

2015 Jeep Renegade Latitude

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

2015 Jeep Renegade Latitude

Tupelo, MS

UnscoredLimited · 9
$9,95094,391 mi

Comparison: 9 similar vehicles

Tupelo, MS

2017 BMW X3 xDrive28i

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

2017 BMW X3 xDrive28i

Columbus, MS

UnscoredLimited · 10
$9,990202,996 mi

Comparison: 10 similar vehicles

Columbus, MS

2012 Jeep Compass Sport

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

2012 Jeep Compass Sport

Columbus, MS

UnscoredInsufficient · 3
$9,995148,628 mi

Comparison: 3 similar vehicles

Columbus, MS

2017 GMC Terrain SLT

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

2017 GMC Terrain SLT

Tupelo, MS

UnscoredLimited · 12
$10,072120,717 mi

Comparison: 12 similar vehicles

Tupelo, MS

2014 Jeep Cherokee Trailhawk

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

2014 Jeep Cherokee Trailhawk

Tupelo, MS

UnscoredInsufficient · 4
$10,198178,000 mi

Comparison: 4 similar vehicles

Tupelo, MS

2014 Dodge Journey SE

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

2014 Dodge Journey SE

Tupelo, MS

UnscoredInsufficient · 4
$10,198144,303 mi

Comparison: 4 similar vehicles

Tupelo, MS

2011 Cadillac SRX Luxury Collection

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

2011 Cadillac SRX Luxury Collection

Tupelo, MS

UnscoredLimited · 10
$10,198123,985 mi

Comparison: 10 similar vehicles

Tupelo, MS

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Tupelo, MS

UnscoredInsufficient · 3
$10,500142,326 mi

Comparison: 3 similar vehicles

Tupelo, MS

2009 Jeep Wrangler Unlimited Sahara

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

2009 Jeep Wrangler Unlimited Sahara

Fulton, MS

UnscoredInsufficient · 0
$10,500202,639 mi

Fulton, MS

2011 GMC Terrain SLE-1

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

2011 GMC Terrain SLE-1

Tupelo, MS

UnscoredLimited · 6
$10,698103,951 mi

Comparison: 6 similar vehicles

Tupelo, MS

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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