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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

10,686 listings found

2003 Acura MDX Touring Package

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

2003 Acura MDX Touring Package

Scottsboro, AL

UnscoredLimited · 5
$1,995252,421 mi

Comparison: 5 similar vehicles

Scottsboro, AL

2002 Jeep Liberty Sport

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

2002 Jeep Liberty Sport

Meridianville, AL

UnscoredInsufficient · 0
$2,000217,249 mi

Meridianville, AL

2014 Chevrolet Equinox LS

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

2014 Chevrolet Equinox LS

Huntsville, AL

UnscoredModerate · 23
$2,900140,008 mi

Comparison: 23 similar vehicles

Huntsville, AL

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Huntsville, AL

UnscoredInsufficient · 3
$2,999193,886 mi

Comparison: 3 similar vehicles

Huntsville, AL

2007 Ford Explorer XLT

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

2007 Ford Explorer XLT

Huntsville, AL

UnscoredInsufficient · 0
$3,200212,777 mi

Huntsville, AL

2008 Saturn VUE XR

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

2008 Saturn VUE XR

Meridianville, AL

UnscoredInsufficient · 0
$3,495135,328 mi

Meridianville, AL

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

Rainbow City, AL

UnscoredInsufficient · 0
$3,501160,138 mi

Rainbow City, AL

2008 Toyota Sequoia Limited

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

2008 Toyota Sequoia Limited

Harvest, AL

UnscoredLimited · 15
$3,631292,625 mi

Comparison: 15 similar vehicles

Harvest, AL

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Boaz, AL

UnscoredInsufficient · 3
$3,900221,311 mi

Comparison: 3 similar vehicles

Boaz, AL

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Huntsville, AL

UnscoredInsufficient · 3
$3,900210,860 mi

Comparison: 3 similar vehicles

Huntsville, AL

2010 Chevrolet Traverse LS

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

2010 Chevrolet Traverse LS

Fort Payne, AL

UnscoredInsufficient · 0
$3,900175,010 mi

Fort Payne, AL

2009 Nissan Murano S

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

2009 Nissan Murano S

Boaz, AL

UnscoredLimited · 7
$3,900250,000 mi

Comparison: 7 similar vehicles

Boaz, AL

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

Madison, AL

UnscoredLimited · 5
$3,995196,819 mi

Comparison: 5 similar vehicles

Madison, AL

2012 Volvo XC60 3.2

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

2012 Volvo XC60 3.2

Huntsville, AL

UnscoredLimited · 7
$3,995205,963 mi

Comparison: 7 similar vehicles

Huntsville, AL

2008 Hyundai Santa Fe Limited

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

2008 Hyundai Santa Fe Limited

Decatur, AL

UnscoredInsufficient · 0
$3,995Mileage not verified

Decatur, AL

2007 Pontiac Torrent Base

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

2007 Pontiac Torrent Base

Gadsden, AL

UnscoredInsufficient · 3
$3,995166,000 mi

Comparison: 3 similar vehicles

Gadsden, AL

2005 Honda CR-V LX

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

2005 Honda CR-V LX

Cullman, AL

UnscoredLimited · 10
$3,995300,841 mi

Comparison: 10 similar vehicles

Cullman, AL

2011 Ford Explorer XLT

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

2011 Ford Explorer XLT

Boaz, AL

UnscoredLimited · 10
$4,015Mileage not verified

Comparison: 10 similar vehicles

Boaz, AL

2011 Lincoln MKX Base

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

2011 Lincoln MKX Base

Huntsville, AL

UnscoredLimited · 6
$4,500184,035 mi

Comparison: 6 similar vehicles

Huntsville, AL

2010 Hyundai Veracruz GLS

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

2010 Hyundai Veracruz GLS

Huntsville, AL

UnscoredInsufficient · 0
$4,500162,280 mi

Huntsville, AL

2015 Nissan JUKE SV

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

2015 Nissan JUKE SV

Rainbow City, AL

UnscoredInsufficient · 4
$4,700147,542 mi

Comparison: 4 similar vehicles

Rainbow City, AL

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Fort Payne, AL

UnscoredModerate · 21
$4,700141,512 mi

Comparison: 21 similar vehicles

Fort Payne, AL

2011 Subaru Forester X Limited

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

2011 Subaru Forester X Limited

Ardmore, AL

UnscoredInsufficient · 3
$4,800143,331 mi

Comparison: 3 similar vehicles

Ardmore, AL

2006 GMC Yukon SL

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

2006 GMC Yukon SL

Cullman, AL

UnscoredInsufficient · 0
$4,805250,000 mi

Cullman, AL

2013 Ford Escape SE

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

2013 Ford Escape SE

Huntsville, AL

UnscoredInsufficient · 4
$4,850132,000 mi

Comparison: 4 similar vehicles

Huntsville, AL

2019 Nissan Pathfinder SL

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

2019 Nissan Pathfinder SL

Crossville, AL

UnscoredModerate · 37
$4,950176,000 mi

Comparison: 37 similar vehicles

Crossville, AL

2016 Subaru Forester i Limited

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

2016 Subaru Forester i Limited

Madison, AL

UnscoredModerate · 29
$4,995200,905 mi

Comparison: 29 similar vehicles

Madison, AL

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Huntsville, AL

UnscoredModerate · 25
$4,995166,350 mi

Comparison: 25 similar vehicles

Huntsville, AL

2015 Nissan Rogue SL

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

2015 Nissan Rogue SL

Harvest, AL

UnscoredModerate · 45
$4,995187,253 mi

Comparison: 45 similar vehicles

Harvest, AL

2012 Hyundai Santa Fe GLS

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

2012 Hyundai Santa Fe GLS

Cullman, AL

UnscoredLimited · 5
$4,995144,627 mi

Comparison: 5 similar vehicles

Cullman, AL

2010 Cadillac SRX Performance Collection

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

2010 Cadillac SRX Performance Collection

Fort Payne, AL

UnscoredInsufficient · 3
$4,995Mileage not verified

Comparison: 3 similar vehicles

Fort Payne, AL

2007 Chevrolet Tahoe LS

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

2007 Chevrolet Tahoe LS

Albertville, AL

Fair PriceLimited · 10
$4,995Mileage not verified

Market: $3,900 – $15,990

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Albertville, AL

2007 Toyota Highlander Limited

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

2007 Toyota Highlander Limited

Decatur, AL

UnscoredInsufficient · 0
$4,995253,291 mi

Decatur, AL

2016 INFINITI QX50 Base

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

2016 INFINITI QX50 Base

Madison, AL

UnscoredLimited · 15
$5,000126,197 mi

Comparison: 15 similar vehicles

Madison, AL

2014 Audi Q7 Premium

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

2014 Audi Q7 Premium

Rainbow City, AL

UnscoredLimited · 10
$5,000147,852 mi

Comparison: 10 similar vehicles

Rainbow City, AL

2013 INFINITI JX Base

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

2013 INFINITI JX Base

Harvest, AL

UnscoredInsufficient · 4
$5,000153,220 mi

Comparison: 4 similar vehicles

Harvest, AL

2011 Jeep Grand Cherokee Laredo

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

2011 Jeep Grand Cherokee Laredo

Meridianville, AL

UnscoredModerate · 34
$5,400223,144 mi

Comparison: 34 similar vehicles

Meridianville, AL

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

Harvest, AL

UnscoredModerate · 43
$5,490132,686 mi

Comparison: 43 similar vehicles

Harvest, AL

2012 Cadillac SRX Luxury Collection

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

2012 Cadillac SRX Luxury Collection

Arab, AL

UnscoredLimited · 16
$5,500210,539 mi

Comparison: 16 similar vehicles

Arab, AL

2011 Mazda CX-7 i Touring

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

2011 Mazda CX-7 i Touring

Huntsville, AL

UnscoredInsufficient · 0
$5,500164,772 mi

Huntsville, AL

2011 Nissan Rogue SV

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

2011 Nissan Rogue SV

Huntsville, AL

UnscoredModerate · 35
$5,500172,668 mi

Comparison: 35 similar vehicles

Huntsville, AL

2008 Saturn VUE XE

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

2008 Saturn VUE XE

Cullman, AL

UnscoredLimited · 5
$5,500136,901 mi

Comparison: 5 similar vehicles

Cullman, AL

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Athens, AL

UnscoredRobust · 57
$5,619177,338 mi

Comparison: 57 similar vehicles

Athens, AL

2017 Hyundai Tucson SE

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

2017 Hyundai Tucson SE

Harvest, AL

UnscoredModerate · 32
$5,631149,938 mi

Comparison: 32 similar vehicles

Harvest, AL

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Fort Payne, AL

UnscoredModerate · 24
$5,700140,004 mi

Comparison: 24 similar vehicles

Fort Payne, AL

2014 Ford Edge Limited

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

2014 Ford Edge Limited

Meridianville, AL

UnscoredInsufficient · 3
$5,900197,826 mi

Comparison: 3 similar vehicles

Meridianville, AL

2014 GMC Terrain SLE-1

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

2014 GMC Terrain SLE-1

Fort Payne, AL

Great DealLimited · 19
$5,900116,671 mi

Market: $6,895 – $8,900

Comparison: 19 similar vehicles

Competitively priced ~14% below the typical range compared to similar vehicles · 77 days listed (based on current market benchmarks)

Fort Payne, AL

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Albertville, AL

UnscoredLimited · 5
$5,900247,212 mi

Comparison: 5 similar vehicles

Albertville, AL

2013 Chevrolet Equinox 1LT

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

2013 Chevrolet Equinox 1LT

Meridianville, AL

UnscoredInsufficient · 3
$5,900157,522 mi

Comparison: 3 similar vehicles

Meridianville, AL

2012 Chevrolet Equinox 2LT

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

2012 Chevrolet Equinox 2LT

Meridianville, AL

UnscoredLimited · 6
$5,900232,039 mi

Comparison: 6 similar vehicles

Meridianville, 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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