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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

1,001 listings found

2004 Honda Element EX

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

2004 Honda Element EX

Silsbee, TX

UnscoredInsufficient · 0
$4,950242,602 mi

Silsbee, TX

2002 Chevrolet Tracker Base

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

2002 Chevrolet Tracker Base

Silsbee, TX

UnscoredInsufficient · 0
$5,950176,976 mi

Silsbee, TX

2007 Suzuki SX4 Sport

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

2007 Suzuki SX4 Sport

Silsbee, TX

UnscoredInsufficient · 0
$5,995127,427 mi

Silsbee, TX

2017 GMC Acadia SLT-1

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

2017 GMC Acadia SLT-1

Leesville, LA

UnscoredModerate · 29
$6,000188,435 mi

Comparison: 29 similar vehicles

Leesville, LA

2016 Acura RDX Technology Package

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

2016 Acura RDX Technology Package

DeRidder, LA

UnscoredInsufficient · 4
$6,345179,810 mi

Comparison: 4 similar vehicles

DeRidder, LA

2007 Jeep Grand Cherokee Limited

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

2007 Jeep Grand Cherokee Limited

Silsbee, TX

UnscoredInsufficient · 0
$6,950242,553 mi

Silsbee, TX

2012 Jeep Patriot Latitude

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

2012 Jeep Patriot Latitude

Leesville, LA

UnscoredInsufficient · 0
$6,995140,100 mi

Leesville, LA

2008 Jeep Wrangler X

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

2008 Jeep Wrangler X

Silsbee, TX

UnscoredLimited · 6
$7,950181,685 mi

Comparison: 6 similar vehicles

Silsbee, TX

2003 Jeep Wrangler SPORT

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

2003 Jeep Wrangler SPORT

Silsbee, TX

UnscoredInsufficient · 0
$7,950122,553 mi

Silsbee, TX

2015 Hyundai Santa Fe Sport

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

2015 Hyundai Santa Fe Sport

Etoile, TX

Fair PriceLimited · 19
$7,991117,012 mi

Market: $3,890 – $18,995

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 139 days listed (based on current market benchmarks)

Etoile, TX

2017 Lincoln MKC Reserve

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

2017 Lincoln MKC Reserve

Leesville, LA

UnscoredModerate · 24
$7,995140,165 mi

Comparison: 24 similar vehicles

Leesville, LA

2013 Ford Explorer Limited

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

2013 Ford Explorer Limited

Leesville, LA

UnscoredLimited · 10
$7,995172,546 mi

Comparison: 10 similar vehicles

Leesville, LA

2012 GMC Acadia SLE

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

2012 GMC Acadia SLE

DeRidder, LA

UnscoredLimited · 10
$7,995139,144 mi

Comparison: 10 similar vehicles

DeRidder, LA

2011 Honda CR-V SE

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

2011 Honda CR-V SE

Silsbee, TX

UnscoredLimited · 6
$8,500158,100 mi

Comparison: 6 similar vehicles

Silsbee, TX

2005 Chevrolet Suburban LS

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

2005 Chevrolet Suburban LS

Silsbee, TX

UnscoredInsufficient · 3
$8,950227,322 mi

Comparison: 3 similar vehicles

Silsbee, TX

2001 Ford Excursion Limited

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

2001 Ford Excursion Limited

Silsbee, TX

UnscoredInsufficient · 0
$8,950259,664 mi

Silsbee, TX

2017 Chevrolet Tahoe Fleet

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

2017 Chevrolet Tahoe Fleet

Rosepine, LA

UnscoredInsufficient · 3
$9,889176,419 mi

Comparison: 3 similar vehicles

Rosepine, LA

2011 Nissan Xterra S

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

2011 Nissan Xterra S

Lumberton, TX

UnscoredLimited · 9
$9,900175,920 mi

Comparison: 9 similar vehicles

Lumberton, TX

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Leesville, LA

UnscoredModerate · 35
$9,995156,450 mi

Comparison: 35 similar vehicles

Leesville, LA

2016 Lincoln MKX Reserve

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

2016 Lincoln MKX Reserve

Leesville, LA

UnscoredModerate · 31
$9,995166,670 mi

Comparison: 31 similar vehicles

Leesville, LA

2016 Jeep Renegade Trailhawk

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

2016 Jeep Renegade Trailhawk

Leesville, LA

UnscoredLimited · 5
$9,995143,340 mi

Comparison: 5 similar vehicles

Leesville, LA

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

Rosepine, LA

UnscoredLimited · 5
$9,995169,137 mi

Comparison: 5 similar vehicles

Rosepine, LA

2009 Jeep Wrangler X

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

2009 Jeep Wrangler X

Rosepine, LA

UnscoredInsufficient · 4
$10,500100,909 mi

Comparison: 4 similar vehicles

Rosepine, LA

2008 Honda CR-V EX-L

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

2008 Honda CR-V EX-L

DeRidder, LA

UnscoredLimited · 9
$10,50073,000 mi

Comparison: 9 similar vehicles

DeRidder, LA

2020 Jeep Compass Trailhawk

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

2020 Jeep Compass Trailhawk

Silsbee, TX

UnscoredModerate · 21
$10,811130,079 mi

Comparison: 21 similar vehicles

Silsbee, TX

2014 Ford Explorer XLT

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

2014 Ford Explorer XLT

Lumberton, TX

Fair PriceModerate · 41
$10,900113,106 mi

Market: $3,300 – $14,995

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 123 days listed (based on current market benchmarks)

Lumberton, TX

2016 Nissan Rogue S

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

2016 Nissan Rogue S

DeRidder, LA

Fair PriceModerate · 38
$10,995119,444 mi

Market: $3,900 – $23,455

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

DeRidder, LA

2016 Chevrolet Traverse 1LT

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

2016 Chevrolet Traverse 1LT

Silsbee, TX

Fair PriceLimited · 18
$11,51891,581 mi

Market: $3,375 – $12,300

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 10 days listed (based on current market benchmarks)

Silsbee, TX

2017 Buick Enclave Leather

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

2017 Buick Enclave Leather

DeRidder, LA

Fair PriceLimited · 15
$11,845110,461 mi

Market: $9,998 – $17,899

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 165 days listed (based on current market benchmarks)

DeRidder, LA

2019 Buick Enclave Essence

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

2019 Buick Enclave Essence

DeRidder, LA

UnscoredModerate · 26
$11,995142,519 mi

Comparison: 26 similar vehicles

DeRidder, LA

2003 Jeep Wrangler SPORT

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

2003 Jeep Wrangler SPORT

Silsbee, TX

UnscoredInsufficient · 0
$11,995140,720 mi

Silsbee, TX

2009 Jeep Wrangler Unlimited X

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

2009 Jeep Wrangler Unlimited X

DeRidder, LA

UnscoredInsufficient · 4
$12,345131,077 mi

Comparison: 4 similar vehicles

DeRidder, LA

2019 Jeep Cherokee Latitude Plus

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

2019 Jeep Cherokee Latitude Plus

Lumberton, TX

UnscoredRobust · 78
$12,995139,969 mi

Comparison: 78 similar vehicles

Lumberton, TX

2019 GMC Terrain SLE

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

2019 GMC Terrain SLE

Lumberton, TX

Fair PriceModerate · 22
$12,995101,375 mi

Market: $11,900 – $20,500

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Lumberton, TX

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

DeRidder, LA

UnscoredRobust · 118
$12,995138,635 mi

Comparison: 118 similar vehicles

DeRidder, LA

2017 Dodge Durango GT

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

2017 Dodge Durango GT

Leesville, LA

UnscoredLimited · 18
$12,995141,000 mi

Comparison: 18 similar vehicles

Leesville, LA

2017 Ford Expedition XLT

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

2017 Ford Expedition XLT

Leesville, LA

UnscoredLimited · 9
$12,995138,920 mi

Comparison: 9 similar vehicles

Leesville, LA

2015 Nissan Rogue SV

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

2015 Nissan Rogue SV

Lumberton, TX

Fair PriceModerate · 37
$12,995114,424 mi

Market: $4,988 – $14,950

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Lumberton, TX

2015 GMC Yukon XL SLT

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

2015 GMC Yukon XL SLT

DeRidder, LA

UnscoredModerate · 32
$13,345157,645 mi

Comparison: 32 similar vehicles

DeRidder, LA

2021 Volkswagen Atlas Cross Sport SE w/Tech

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

2021 Volkswagen Atlas Cross Sport SE w/Tech

Silsbee, TX

UnscoredModerate · 39
$13,883134,501 mi

Comparison: 39 similar vehicles

Silsbee, TX

2019 Chevrolet Equinox 2FL

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

2019 Chevrolet Equinox 2FL

Silsbee, TX

UnscoredInsufficient · 4
$13,888107,639 mi

Comparison: 4 similar vehicles

Silsbee, TX

2021 Jeep Renegade Jeepster

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

2021 Jeep Renegade Jeepster

Deridder, LA

UnscoredInsufficient · 0
$13,89597,910 mi

Deridder, LA

2020 Kia Sportage LX

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

2020 Kia Sportage LX

Silsbee, TX

Great DealLimited · 11
$13,94880,362 mi

Market: $15,063 – $15,288

Comparison: 11 similar vehicles

Competitively priced ~7% below the typical range compared to similar vehicles · 4 days listed (based on current market benchmarks)

Silsbee, TX

2017 Mercedes-Benz GLC GLC300

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

2017 Mercedes-Benz GLC GLC300

Leesville, LA

Fair PriceRobust · 58
$13,99083,989 mi

Market: $11,125 – $23,800

Comparison: 58 similar vehicles

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

Leesville, LA

2012 Toyota RAV4 Base

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

2012 Toyota RAV4 Base

Lumberton, TX

Fair PriceModerate · 35
$13,995104,907 mi

Market: $6,995 – $13,995

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Lumberton, TX

2020 Chevrolet Equinox LS

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

2020 Chevrolet Equinox LS

Silsbee, TX

Fair PriceRobust · 72
$14,22475,630 mi

Market: $4,950 – $20,987

Comparison: 72 similar vehicles

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

Silsbee, TX

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

DeRidder, LA

Fair PriceRobust · 118
$14,64580,523 mi

Market: $6,900 – $19,495

Comparison: 118 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

DeRidder, LA

2013 Toyota Highlander Base

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

2013 Toyota Highlander Base

Lumberton, TX

UnscoredLimited · 8
$14,900125,831 mi

Comparison: 8 similar vehicles

Lumberton, TX

2020 Buick Enclave Essence

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

2020 Buick Enclave Essence

Lumberton, TX

Fair PriceModerate · 47
$14,995111,158 mi

Market: $12,995 – $22,995

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Lumberton, TX

2015 Jeep Wrangler Unlimited Rubicon

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

2015 Jeep Wrangler Unlimited Rubicon

Leesville, LA

UnscoredModerate · 33
$14,995178,100 mi

Comparison: 33 similar vehicles

Leesville, LA

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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