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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 22, 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

1,170 listings found

2007 Mercury Mountaineer Base

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

2007 Mercury Mountaineer Base

Sheridan, AR

UnscoredInsufficient · 0
$2,900215,807 mi

Sheridan, AR

2011 Nissan Armada Platinum

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

2011 Nissan Armada Platinum

Pine Bluff, AR

UnscoredInsufficient · 0
$2,997268,564 mi

Pine Bluff, AR

2002 Jeep Grand Cherokee LAREDO

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

2002 Jeep Grand Cherokee LAREDO

Pine Bluff, AR

UnscoredInsufficient · 0
$3,125Mileage not verified

Pine Bluff, AR

2016 Chevrolet Equinox LTZ

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

2016 Chevrolet Equinox LTZ

Redfield, AR

UnscoredInsufficient · 4
$4,500205,757 mi

Comparison: 4 similar vehicles

Redfield, AR

2000 Ford Explorer XLT

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

2000 Ford Explorer XLT

Malvern, AR

UnscoredInsufficient · 0
$4,630122,224 mi

Malvern, AR

2007 Ford Expedition Eddie Bauer

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

2007 Ford Expedition Eddie Bauer

Pine Bluff, AR

UnscoredInsufficient · 3
$4,995137,091 mi

Comparison: 3 similar vehicles

Pine Bluff, AR

2006 Ford Freestyle SE

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

2006 Ford Freestyle SE

Star City, AR

UnscoredInsufficient · 0
$5,500132,007 mi

Star City, AR

2016 Jeep Compass Sport

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

2016 Jeep Compass Sport

Malvern, AR

UnscoredLimited · 10
$6,200146,925 mi

Comparison: 10 similar vehicles

Malvern, AR

2014 GMC Yukon XL Denali

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

2014 GMC Yukon XL Denali

Pine Bluff, AR

UnscoredInsufficient · 0
$6,500232,638 mi

Pine Bluff, AR

2015 Buick Encore Convenience

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

2015 Buick Encore Convenience

Redfield, AR

UnscoredInsufficient · 0
$6,995139,750 mi

Redfield, AR

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Malvern, AR

UnscoredLimited · 12
$7,830134,496 mi

Comparison: 12 similar vehicles

Malvern, AR

2015 Lincoln Navigator Base

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

2015 Lincoln Navigator Base

Pine Bluff, AR

UnscoredInsufficient · 0
$8,268219,198 mi

Pine Bluff, AR

2018 Ford Escape SE

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

2018 Ford Escape SE

Malvern, AR

Fair PriceLimited · 11
$8,930119,461 mi

Market: $8,086 – $17,900

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Malvern, AR

2015 Nissan Murano Platinum

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

2015 Nissan Murano Platinum

Pine Bluff, AR

UnscoredLimited · 5
$8,997157,852 mi

Comparison: 5 similar vehicles

Pine Bluff, AR

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Pine Bluff, AR

UnscoredInsufficient · 0
$9,475167,358 mi

Pine Bluff, AR

2011 Cadillac Escalade Base

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

2011 Cadillac Escalade Base

Star City, AR

UnscoredInsufficient · 0
$9,500165,010 mi

Star City, AR

2018 Honda Pilot Touring

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

2018 Honda Pilot Touring

Malvern, AR

UnscoredLimited · 15
$9,630199,969 mi

Comparison: 15 similar vehicles

Malvern, AR

2008 Jeep Wrangler Unlimited X

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

2008 Jeep Wrangler Unlimited X

Camden, AR

UnscoredLimited · 11
$9,750162,392 mi

Comparison: 11 similar vehicles

Camden, AR

2016 Buick Encore Base

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

2016 Buick Encore Base

Malvern, AR

Salvage title
$9,930102,710 mi

Malvern, AR

2015 Ford Explorer XLT

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

2015 Ford Explorer XLT

Camden, AR

UnscoredLimited · 11
$9,985150,205 mi

Comparison: 11 similar vehicles

Camden, AR

2017 Ford Explorer XLT

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

2017 Ford Explorer XLT

El Dorado, AR

UnscoredRobust · 86
$9,990193,307 mi

Comparison: 86 similar vehicles

El Dorado, AR

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

Arkadelphia, AR

UnscoredInsufficient · 3
$9,995162,998 mi

Comparison: 3 similar vehicles

Arkadelphia, AR

2018 Ford Explorer Limited

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

2018 Ford Explorer Limited

Fordyce, AR

UnscoredModerate · 30
$9,999152,148 mi

Comparison: 30 similar vehicles

Fordyce, AR

2018 Kia Sportage LX

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

2018 Kia Sportage LX

Camden, AR

UnscoredInsufficient · 4
$10,414104,940 mi

Comparison: 4 similar vehicles

Camden, AR

2016 GMC Terrain SLT

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

2016 GMC Terrain SLT

White Hall, AR

UnscoredInsufficient · 4
$10,900Mileage not verified

Comparison: 4 similar vehicles

White Hall, AR

2018 Nissan Pathfinder SV

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

2018 Nissan Pathfinder SV

Malvern, AR

UnscoredInsufficient · 4
$10,930121,236 mi

Comparison: 4 similar vehicles

Malvern, AR

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Malvern, AR

UnscoredInsufficient · 3
$11,43093,991 mi

Comparison: 3 similar vehicles

Malvern, AR

2014 GMC Acadia Denali

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

2014 GMC Acadia Denali

Camden, AR

UnscoredInsufficient · 4
$11,465115,590 mi

Comparison: 4 similar vehicles

Camden, AR

2019 Kia Sorento L

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

2019 Kia Sorento L

Camden, AR

UnscoredLimited · 7
$11,900115,982 mi

Comparison: 7 similar vehicles

Camden, AR

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

Malvern, AR

UnscoredInsufficient · 4
$11,930102,615 mi

Comparison: 4 similar vehicles

Malvern, AR

2018 Honda CR-V EX-L

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

2018 Honda CR-V EX-L

El Dorado, AR

UnscoredRobust · 67
$11,995165,895 mi

Comparison: 67 similar vehicles

El Dorado, AR

2017 Land Rover Discovery Sport HSE

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

2017 Land Rover Discovery Sport HSE

El Dorado, AR

UnscoredInsufficient · 0
$11,99587,426 mi

El Dorado, AR

2015 Jeep Grand Cherokee Limited

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

2015 Jeep Grand Cherokee Limited

El Dorado, AR

Fair PriceModerate · 22
$12,500107,520 mi

Market: $9,000 – $15,998

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

El Dorado, AR

2015 GMC Acadia SLT1

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

2015 GMC Acadia SLT1

Pine Bluff, AR

OverpricedLimited · 17
$12,500124,108 mi

Market: $6,900 – $10,399

Comparison: 17 similar vehicles

Priced ~20% above the typical market range for similar vehicles (based on current market benchmarks)

Pine Bluff, AR

2018 Jeep Cherokee Latitude

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

2018 Jeep Cherokee Latitude

Pine Bluff, AR

UnscoredLimited · 7
$12,776110,262 mi

Comparison: 7 similar vehicles

Pine Bluff, AR

2020 Ford Ecosport Titanium

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

2020 Ford Ecosport Titanium

Pine Bluff, AR

UnscoredInsufficient · 0
$12,90080,898 mi

Pine Bluff, AR

2017 Ford Escape Titanium

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

2017 Ford Escape Titanium

Pine Bluff, AR

Fair PriceModerate · 39
$12,900109,609 mi

Market: $8,500 – $16,120

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Pine Bluff, AR

2015 Toyota RAV4 Limited

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

2015 Toyota RAV4 Limited

El Dorado, AR

UnscoredLimited · 5
$12,900168,668 mi

Comparison: 5 similar vehicles

El Dorado, AR

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

Pine Bluff, AR

OverpricedLimited · 16
$12,900100,267 mi

Market: $10,420 – $12,124

Comparison: 16 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Pine Bluff, AR

2014 Jeep Wrangler Unlimited Sport

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

2014 Jeep Wrangler Unlimited Sport

Camden, AR

UnscoredInsufficient · 4
$12,918148,619 mi

Comparison: 4 similar vehicles

Camden, AR

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Arkadelphia, AR

Fair PriceLimited · 19
$12,995117,602 mi

Market: $4,899 – $17,995

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 51 days listed (based on current market benchmarks)

Arkadelphia, AR

2020 Chevrolet Equinox LS

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

2020 Chevrolet Equinox LS

Redfield, AR

Fair PriceModerate · 35
$13,00082,522 mi

Market: $4,995 – $18,263

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 182 days listed (based on current market benchmarks)

Redfield, AR

2013 GMC Yukon XL SLT

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

2013 GMC Yukon XL SLT

White Hall, AR

UnscoredInsufficient · 0
$13,123146,967 mi

White Hall, AR

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Malvern, AR

UnscoredLimited · 6
$13,155110,747 mi

Comparison: 6 similar vehicles

Malvern, AR

2013 Acura MDX Advance Package

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

2013 Acura MDX Advance Package

Arkadelphia, AR

UnscoredInsufficient · 0
$13,599154,208 mi

Arkadelphia, AR

2016 Subaru Crosstrek Limited

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

2016 Subaru Crosstrek Limited

El Dorado, AR

UnscoredInsufficient · 0
$13,702143,871 mi

El Dorado, AR

2016 Jeep Wrangler Unlimited Rubicon

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

2016 Jeep Wrangler Unlimited Rubicon

Camden, AR

UnscoredLimited · 9
$13,780155,456 mi

Comparison: 9 similar vehicles

Camden, AR

2017 Jeep All-New Compass Latitude

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

2017 Jeep All-New Compass Latitude

El Dorado, AR

UnscoredLimited · 5
$13,82591,513 mi

Comparison: 5 similar vehicles

El Dorado, AR

2019 Jeep Compass Trailhawk

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

2019 Jeep Compass Trailhawk

Redfield, AR

Fair PriceLimited · 16
$13,90093,308 mi

Market: $11,990 – $16,399

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 182 days listed (based on current market benchmarks)

Redfield, AR

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

El Dorado, AR

Fair PriceLimited · 12
$13,90082,215 mi

Market: $8,999 – $17,595

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

El Dorado, AR

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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