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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

1,122 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

2010 Jeep Liberty Sport

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

2010 Jeep Liberty Sport

Centreville, AL

UnscoredInsufficient · 3
$3,850180,051 mi

Comparison: 3 similar vehicles

Centreville, AL

2008 Ford Explorer Eddie Bauer

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

2008 Ford Explorer Eddie Bauer

Selma, AL

UnscoredInsufficient · 0
$4,500174,935 mi

Selma, AL

No Photo

2010 Dodge Nitro SXT

Selma, AL

Fair PriceLimited · 10
$5,000Mileage not verified

Market: $3,595 – $6,275

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 147 days listed (based on current market benchmarks)

Selma, AL

2006 Lexus RX 330

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

2006 Lexus RX 330

Tuscaloosa, AL

UnscoredInsufficient · 3
$5,549327,928 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Centreville, AL

Salvage title
$5,800159,447 mi

Centreville, AL

2018 Ford Escape SE

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

2018 Ford Escape SE

Selma, AL

UnscoredLimited · 6
$6,500186,479 mi

Comparison: 6 similar vehicles

Selma, AL

2017 Ford Escape SE

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

2017 Ford Escape SE

Selma, AL

Fair PriceRobust · 80
$6,500Mileage not verified

Market: $5,900 – $21,990

Comparison: 80 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Selma, AL

2016 BMW X5 sDrive35i

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

2016 BMW X5 sDrive35i

Meridian, MS

UnscoredInsufficient · 3
$6,999184,315 mi

Comparison: 3 similar vehicles

Meridian, MS

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Meridian, MS

UnscoredModerate · 26
$6,999165,967 mi

Comparison: 26 similar vehicles

Meridian, MS

2015 Jeep Cherokee Limited

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

2015 Jeep Cherokee Limited

Selma, AL

UnscoredLimited · 11
$7,184165,418 mi

Comparison: 11 similar vehicles

Selma, AL

2015 Dodge Journey SXT

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

2015 Dodge Journey SXT

Selma, AL

UnscoredLimited · 8
$7,500Mileage not verified

Comparison: 8 similar vehicles

Selma, AL

2014 Nissan Pathfinder SL

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

2014 Nissan Pathfinder SL

Selma, AL

UnscoredModerate · 20
$7,500158,685 mi

Comparison: 20 similar vehicles

Selma, AL

2013 Jeep Grand Cherokee Laredo

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

2013 Jeep Grand Cherokee Laredo

Meridian, MS

UnscoredInsufficient · 4
$7,995218,212 mi

Comparison: 4 similar vehicles

Meridian, MS

2013 Chevrolet Captiva Sport 2LS

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

2013 Chevrolet Captiva Sport 2LS

Meridian, MS

UnscoredInsufficient · 0
$7,995110,219 mi

Meridian, MS

2012 GMC Acadia SLE

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

2012 GMC Acadia SLE

Meridian, MS

UnscoredLimited · 7
$7,995173,580 mi

Comparison: 7 similar vehicles

Meridian, MS

2011 Chevrolet Traverse LS

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

2011 Chevrolet Traverse LS

Meridian, MS

UnscoredInsufficient · 0
$7,999176,709 mi

Meridian, MS

2013 Nissan Pathfinder Platinum

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

2013 Nissan Pathfinder Platinum

Selma, AL

UnscoredLimited · 6
$8,500Mileage not verified

Comparison: 6 similar vehicles

Selma, AL

2017 Audi Q5 Premium

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

2017 Audi Q5 Premium

Tuscaloosa, AL

UnscoredLimited · 6
$8,794162,647 mi

Comparison: 6 similar vehicles

Tuscaloosa, AL

2018 Nissan Armada SV

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

2018 Nissan Armada SV

Meridian, MS

UnscoredModerate · 33
$8,900184,335 mi

Comparison: 33 similar vehicles

Meridian, MS

2016 Chevrolet Traverse 2LT

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

2016 Chevrolet Traverse 2LT

Meridian, MS

UnscoredLimited · 11
$8,995236,532 mi

Comparison: 11 similar vehicles

Meridian, MS

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Camden, AL

UnscoredModerate · 21
$8,995282,000 mi

Comparison: 21 similar vehicles

Camden, AL

2013 GMC Terrain SLE-1

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

2013 GMC Terrain SLE-1

Meridian, MS

UnscoredLimited · 7
$8,995123,547 mi

Comparison: 7 similar vehicles

Meridian, MS

2013 Hyundai Santa Fe Sport

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

2013 Hyundai Santa Fe Sport

Meridian, MS

UnscoredLimited · 18
$8,995196,575 mi

Comparison: 18 similar vehicles

Meridian, MS

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Meridian, MS

UnscoredInsufficient · 0
$8,995132,346 mi

Meridian, MS

2012 BMW X5 xDrive35i

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

2012 BMW X5 xDrive35i

Meridian, MS

UnscoredInsufficient · 0
$8,995179,715 mi

Meridian, MS

2013 Ford Escape Titanium

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

2013 Ford Escape Titanium

Demopolis, AL

UnscoredInsufficient · 3
$9,268117,650 mi

Comparison: 3 similar vehicles

Demopolis, AL

2013 Chevrolet Tahoe LTZ

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

2013 Chevrolet Tahoe LTZ

Tuscaloosa, AL

UnscoredLimited · 11
$9,794188,120 mi

Comparison: 11 similar vehicles

Tuscaloosa, AL

2017 Audi Q5 Premium

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

2017 Audi Q5 Premium

Meridian, MS

UnscoredInsufficient · 4
$9,995164,084 mi

Comparison: 4 similar vehicles

Meridian, MS

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Demopolis, AL

UnscoredModerate · 28
$9,995124,959 mi

Comparison: 28 similar vehicles

Demopolis, AL

2013 Cadillac Escalade Luxury

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

2013 Cadillac Escalade Luxury

Thomasville, AL

UnscoredInsufficient · 0
$9,995198,192 mi

Thomasville, AL

2013 Volvo XC60 3.2

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

2013 Volvo XC60 3.2

Meridian, MS

UnscoredInsufficient · 0
$9,995150,684 mi

Meridian, MS

2012 Land Rover Range Rover Evoque Pure Plus

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

2012 Land Rover Range Rover Evoque Pure Plus

Meridian, MS

UnscoredInsufficient · 0
$9,995160,276 mi

Meridian, MS

2016 Jeep Cherokee 75th Anniversary

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

2016 Jeep Cherokee 75th Anniversary

Meridian, MS

UnscoredInsufficient · 0
$9,999151,450 mi

Meridian, MS

1999 Lincoln Navigator Base

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

1999 Lincoln Navigator Base

Meridian, MS

UnscoredInsufficient · 0
$9,999Mileage not verified

Meridian, MS

2011 Jeep Wrangler Unlimited Sahara

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

2011 Jeep Wrangler Unlimited Sahara

Demopolis, AL

UnscoredLimited · 18
$10,682178,206 mi

Comparison: 18 similar vehicles

Demopolis, AL

2013 Mercedes-Benz M-Class ML350

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

2013 Mercedes-Benz M-Class ML350

Tuscaloosa, AL

UnscoredLimited · 7
$10,749112,794 mi

Comparison: 7 similar vehicles

Tuscaloosa, AL

2014 Acura MDX Technology & Entertainment Package

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

2014 Acura MDX Technology & Entertainment Package

Meridian, MS

UnscoredInsufficient · 0
$10,995202,077 mi

Meridian, MS

2013 Ford Expedition Limited

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

2013 Ford Expedition Limited

Meridian, MS

UnscoredInsufficient · 0
$10,999237,445 mi

Meridian, MS

2013 Chevrolet Tahoe LS

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

2013 Chevrolet Tahoe LS

Meridian, MS

UnscoredInsufficient · 4
$10,999202,487 mi

Comparison: 4 similar vehicles

Meridian, MS

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Meridian, MS

UnscoredLimited · 19
$10,999130,653 mi

Comparison: 19 similar vehicles

Meridian, MS

2016 BMW X5 xDrive35i

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

2016 BMW X5 xDrive35i

Meridian, MS

UnscoredLimited · 6
$11,995161,130 mi

Comparison: 6 similar vehicles

Meridian, MS

2016 Volkswagen Touareg Lux

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

2016 Volkswagen Touareg Lux

Meridian, MS

UnscoredLimited · 6
$11,995139,743 mi

Comparison: 6 similar vehicles

Meridian, MS

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Meridian, MS

UnscoredRobust · 70
$12,995138,778 mi

Comparison: 70 similar vehicles

Meridian, MS

2019 Chevrolet Traverse 1FL

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

2019 Chevrolet Traverse 1FL

Meridian, MS

UnscoredInsufficient · 0
$12,999Mileage not verified

Meridian, MS

2017 Toyota Highlander XLE

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

2017 Toyota Highlander XLE

Meridian, MS

UnscoredModerate · 21
$12,999197,441 mi

Comparison: 21 similar vehicles

Meridian, MS

2017 Toyota RAV4 XLE

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

2017 Toyota RAV4 XLE

Meridian, MS

UnscoredRobust · 50
$12,999156,390 mi

Comparison: 50 similar vehicles

Meridian, MS

2016 Buick Enclave Leather

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

2016 Buick Enclave Leather

Meridian, MS

UnscoredLimited · 18
$12,999120,815 mi

Comparison: 18 similar vehicles

Meridian, MS

2020 Kia Sportage S

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

2020 Kia Sportage S

Tuscaloosa, AL

Fair PriceLimited · 15
$13,199109,730 mi

Market: $11,900 – $18,788

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Tuscaloosa, AL

2020 Ford Escape S

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

2020 Ford Escape S

Selma, AL

UnscoredInsufficient · 4
$13,584113,796 mi

Comparison: 4 similar vehicles

Selma, AL

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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