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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 21, 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

4,134 listings found

1999 Jeep Grand Cherokee LAREDO

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

1999 Jeep Grand Cherokee LAREDO

Tuscaloosa, AL

UnscoredInsufficient · 3
$2,437Mileage not verified

Comparison: 3 similar vehicles

Tuscaloosa, AL

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

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Northport, AL

UnscoredInsufficient · 0
$3,277276,766 mi

Northport, AL

2009 Mercury Mariner Base

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

2009 Mercury Mariner Base

Tuscaloosa, AL

UnscoredInsufficient · 0
$4,877212,853 mi

Tuscaloosa, 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

2009 Ford Expedition Limited

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

2009 Ford Expedition Limited

Tuscaloosa, AL

UnscoredInsufficient · 3
$4,950232,003 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

2009 Dodge Nitro SE

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

2009 Dodge Nitro SE

Tuscaloosa, AL

UnscoredInsufficient · 0
$4,973105,025 mi

Tuscaloosa, AL

2007 Ford Escape Limited

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

2007 Ford Escape Limited

Tuscaloosa, AL

UnscoredInsufficient · 0
$4,995Mileage not verified

Tuscaloosa, AL

2004 Ford Explorer XLT

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

2004 Ford Explorer XLT

Buhl, AL

UnscoredInsufficient · 0
$5,500170,020 mi

Buhl, AL

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Buhl, AL

UnscoredInsufficient · 0
$5,500235,515 mi

Buhl, 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 Mercedes-Benz GLK-Class GLK350

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

2015 Mercedes-Benz GLK-Class GLK350

Tuscaloosa, AL

UnscoredInsufficient · 3
$5,598115,492 mi

Comparison: 3 similar vehicles

Tuscaloosa, AL

2016 Jeep Compass Sport

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

2016 Jeep Compass Sport

Tuscaloosa, AL

Great DealModerate · 22
$5,900116,075 mi

Market: $6,950 – $11,590

Comparison: 22 similar vehicles

Competitively priced ~15% below the typical range compared to similar vehicles · 7 days listed (based on current market benchmarks)

Tuscaloosa, AL

2006 Subaru Forester X

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

2006 Subaru Forester X

Tuscaloosa, AL

UnscoredInsufficient · 0
$5,967156,456 mi

Tuscaloosa, AL

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 · 18
$5,995229,532 mi

Comparison: 18 similar vehicles

Columbus, MS

No Photo

2016 Nissan Rogue SV

Northport, AL

UnscoredModerate · 33
$6,499151,478 mi

Comparison: 33 similar vehicles

Northport, AL

2011 Ford Explorer XLT

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

2011 Ford Explorer XLT

Buhl, AL

UnscoredLimited · 5
$6,500225,761 mi

Comparison: 5 similar vehicles

Buhl, AL

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

2000 Mitsubishi Montero Sport LTD 4WD

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

2000 Mitsubishi Montero Sport LTD 4WD

Tuscaloosa, AL

UnscoredInsufficient · 0
$6,950165,100 mi

Tuscaloosa, AL

2013 Kia Sorento SX

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

2013 Kia Sorento SX

Tuscaloosa, AL

UnscoredInsufficient · 4
$6,983146,180 mi

Comparison: 4 similar vehicles

Tuscaloosa, AL

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

Tuscaloosa, AL

UnscoredInsufficient · 0
$6,999159,720 mi

Tuscaloosa, AL

2002 Ford Excursion Limited

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

2002 Ford Excursion Limited

Tuscaloosa, AL

UnscoredInsufficient · 0
$6,999289,000 mi

Tuscaloosa, AL

2012 Toyota RAV4 Base

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

2012 Toyota RAV4 Base

Tuscaloosa, AL

UnscoredInsufficient · 0
$7,048229,500 mi

Tuscaloosa, AL

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Tuscaloosa, AL

UnscoredLimited · 6
$7,093235,060 mi

Comparison: 6 similar vehicles

Tuscaloosa, AL

2013 Buick Encore Base

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

2013 Buick Encore Base

Tuscaloosa, AL

UnscoredInsufficient · 0
$7,09881,145 mi

Tuscaloosa, AL

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 · 30
$7,189143,620 mi

Comparison: 30 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

2005 Cadillac Escalade Base

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

2005 Cadillac Escalade Base

Buhl, AL

UnscoredLimited · 11
$7,500162,142 mi

Comparison: 11 similar vehicles

Buhl, AL

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

2007 Honda Element EX

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

2007 Honda Element EX

Tuscaloosa, AL

UnscoredInsufficient · 0
$7,950207,142 mi

Tuscaloosa, AL

2007 Toyota 4Runner SR5

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

2007 Toyota 4Runner SR5

Tuscaloosa, AL

UnscoredLimited · 9
$7,977258,049 mi

Comparison: 9 similar vehicles

Tuscaloosa, AL

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

2012 Chevrolet Suburban LT

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

2012 Chevrolet Suburban LT

Tuscaloosa, AL

UnscoredLimited · 6
$8,348271,205 mi

Comparison: 6 similar vehicles

Tuscaloosa, AL

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

Tuscaloosa, AL

UnscoredLimited · 12
$8,350185,933 mi

Comparison: 12 similar vehicles

Tuscaloosa, AL

2013 Ford Escape SE

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

2013 Ford Escape SE

Tuscaloosa, AL

UnscoredModerate · 21
$8,477120,375 mi

Comparison: 21 similar vehicles

Tuscaloosa, AL

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

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 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 Hyundai Santa Fe Sport

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

2018 Hyundai Santa Fe Sport

Tuscaloosa, AL

UnscoredInsufficient · 4
$8,838175,265 mi

Comparison: 4 similar vehicles

Tuscaloosa, AL

2014 Chevrolet Equinox 1LT

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

2014 Chevrolet Equinox 1LT

Tuscaloosa, AL

Fair PriceLimited · 13
$8,90090,326 mi

Market: $4,800 – $9,500

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Tuscaloosa, AL

2018 Nissan Rogue SL

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

2018 Nissan Rogue SL

Tuscaloosa, AL

UnscoredRobust · 50
$8,958171,263 mi

Comparison: 50 similar vehicles

Tuscaloosa, AL

2009 INFINITI QX 56

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

2009 INFINITI QX 56

Tuscaloosa, AL

UnscoredInsufficient · 0
$8,977148,100 mi

Tuscaloosa, AL

2008 Toyota 4Runner SR5

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

2008 Toyota 4Runner SR5

Northport, AL

UnscoredLimited · 9
$8,977199,371 mi

Comparison: 9 similar vehicles

Northport, AL

2007 Toyota 4Runner SR5

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

2007 Toyota 4Runner SR5

Tuscaloosa, AL

UnscoredLimited · 9
$8,977220,668 mi

Comparison: 9 similar vehicles

Tuscaloosa, AL

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 · 28
$8,995189,057 mi

Comparison: 28 similar vehicles

Columbus, MS

2013 BMW X3 xDrive28i

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

2013 BMW X3 xDrive28i

Tuscaloosa, AL

UnscoredLimited · 13
$8,995127,239 mi

Comparison: 13 similar vehicles

Tuscaloosa, AL

2013 Audi Q5 Premium

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

2013 Audi Q5 Premium

Tuscaloosa, AL

UnscoredInsufficient · 4
$8,995107,331 mi

Comparison: 4 similar vehicles

Tuscaloosa, 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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