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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

760 listings found

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Natchitoches, LA

UnscoredLimited · 15
$4,000203,187 mi

Comparison: 15 similar vehicles

Natchitoches, LA

2015 Dodge Journey CrossRoad

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

2015 Dodge Journey CrossRoad

Coushatta, LA

UnscoredInsufficient · 0
$4,495134,167 mi

Coushatta, LA

2014 Ford Escape SE

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

2014 Ford Escape SE

Natchitoches, LA

UnscoredModerate · 20
$4,992218,881 mi

Comparison: 20 similar vehicles

Natchitoches, LA

2003 Chevrolet Tahoe LS

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

2003 Chevrolet Tahoe LS

Natchitoches, LA

UnscoredLimited · 16
$5,250362,667 mi

Comparison: 16 similar vehicles

Natchitoches, LA

2012 GMC Acadia Denali

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

2012 GMC Acadia Denali

Natchitoches, LA

UnscoredInsufficient · 0
$5,500153,315 mi

Natchitoches, LA

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

2010 Ford Expedition SSV

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

2010 Ford Expedition SSV

Winnfield, LA

UnscoredInsufficient · 0
$6,500207,208 mi

Winnfield, LA

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

2010 GMC Acadia SLT1

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

2010 GMC Acadia SLT1

Mansfield, LA

Fair PriceModerate · 23
$7,95095,809 mi

Market: $6,995 – $9,225

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Mansfield, LA

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

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Coushatta, LA

UnscoredLimited · 12
$7,995143,196 mi

Comparison: 12 similar vehicles

Coushatta, LA

2014 GMC Acadia SLT1

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

2014 GMC Acadia SLT1

Coushatta, LA

UnscoredLimited · 5
$7,995168,299 mi

Comparison: 5 similar vehicles

Coushatta, LA

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Coushatta, LA

Fair PriceLimited · 10
$7,99588,849 mi

Market: $3,599 – $10,980

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Coushatta, 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

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Coushatta, LA

UnscoredModerate · 23
$7,995177,836 mi

Comparison: 23 similar vehicles

Coushatta, LA

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

2016 Jeep Wrangler Unlimited Sport S

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

2016 Jeep Wrangler Unlimited Sport S

Center, TX

UnscoredModerate · 48
$9,981212,279 mi

Comparison: 48 similar vehicles

Center, 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

2010 Chevrolet Tahoe LTZ

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

2010 Chevrolet Tahoe LTZ

Center, TX

UnscoredLimited · 8
$10,301170,572 mi

Comparison: 8 similar vehicles

Center, TX

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

2009 Chevrolet Suburban LS

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

2009 Chevrolet Suburban LS

Winnfield, LA

UnscoredInsufficient · 0
$10,995138,730 mi

Winnfield, LA

2007 Jeep Wrangler Unlimited X

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

2007 Jeep Wrangler Unlimited X

Coushatta, LA

UnscoredLimited · 9
$10,995118,447 mi

Comparison: 9 similar vehicles

Coushatta, LA

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

2016 Buick Enclave Premium

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

2016 Buick Enclave Premium

Mansfield, LA

Fair PriceModerate · 29
$11,995104,805 mi

Market: $9,995 – $23,995

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 132 days listed (based on current market benchmarks)

Mansfield, LA

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

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

2013 Jeep Wrangler Sport

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

2013 Jeep Wrangler Sport

Mansfield, LA

UnscoredInsufficient · 3
$12,995103,402 mi

Comparison: 3 similar vehicles

Mansfield, LA

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

2018 Jeep Grand Cherokee Altitude

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

2018 Jeep Grand Cherokee Altitude

Center, TX

UnscoredRobust · 73
$13,599124,057 mi

Comparison: 73 similar vehicles

Center, 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

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

2011 Toyota Highlander Limited

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

2011 Toyota Highlander Limited

Winnfield, LA

UnscoredInsufficient · 0
$13,995166,448 mi

Winnfield, LA

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

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

2020 Lincoln Nautilus Base

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

2020 Lincoln Nautilus Base

Center, TX

UnscoredLimited · 6
$14,99972,507 mi

Comparison: 6 similar vehicles

Center, TX

2021 Volkswagen Atlas SE w/Tech

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

2021 Volkswagen Atlas SE w/Tech

Many, LA

UnscoredRobust · 61
$15,262132,519 mi

Comparison: 61 similar vehicles

Many, LA

2013 Jeep Wrangler Sport

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

2013 Jeep Wrangler Sport

Many, LA

Fair PriceModerate · 27
$15,40994,132 mi

Market: $12,995 – $17,500

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 83 days listed (based on current market benchmarks)

Many, LA

2020 Kia Telluride S

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

2020 Kia Telluride S

Leesville, LA

Fair PriceRobust · 106
$15,990109,818 mi

Market: $12,500 – $22,322

Comparison: 106 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 124 days listed (based on current market benchmarks)

Leesville, LA

2021 Buick Envision Essence

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

2021 Buick Envision Essence

San Augustine, TX

Great DealModerate · 23
$16,10076,020 mi

Market: $18,220 – $20,468

Comparison: 23 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 312 days listed (based on current market benchmarks)

San Augustine, TX

2018 Jeep Grand Cherokee High Altitude

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

2018 Jeep Grand Cherokee High Altitude

Center, TX

UnscoredModerate · 28
$16,220129,129 mi

Comparison: 28 similar vehicles

Center, TX

2016 Ford Expedition Platinum

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

2016 Ford Expedition Platinum

Center, TX

UnscoredInsufficient · 4
$17,025127,758 mi

Comparison: 4 similar vehicles

Center, TX

2018 Land Rover Range Rover Sport HSE

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

2018 Land Rover Range Rover Sport HSE

Leesville, LA

UnscoredLimited · 11
$17,155131,886 mi

Comparison: 11 similar vehicles

Leesville, LA

2015 Jeep Wrangler Rubicon

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

2015 Jeep Wrangler Rubicon

Center, TX

UnscoredInsufficient · 0
$17,175119,250 mi

Center, TX

2020 Buick Envision Essence

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

2020 Buick Envision Essence

Many, LA

Fair PriceModerate · 32
$17,187105,793 mi

Market: $13,113 – $17,998

Comparison: 32 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 65 days listed (based on current market benchmarks)

Many, LA

2019 Chevrolet Blazer RS

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

2019 Chevrolet Blazer RS

Many, LA

UnscoredModerate · 28
$17,232138,798 mi

Comparison: 28 similar vehicles

Many, 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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