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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 17, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

11,813 listings found

2007 Chevrolet Malibu LT

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

2007 Chevrolet Malibu LT

Beaumont, TX

UnscoredInsufficient · 0
$2,495198,432 mi

Beaumont, TX

2005 Ford Taurus SE

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

2005 Ford Taurus SE

Port Arthur, TX

UnscoredInsufficient · 0
$2,772118,782 mi

Port Arthur, TX

2003 Chevrolet Malibu Base

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

2003 Chevrolet Malibu Base

Beaumont, TX

UnscoredInsufficient · 0
$2,995112,886 mi

Beaumont, TX

2009 Saturn Aura XE

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

2009 Saturn Aura XE

Beaumont, TX

UnscoredInsufficient · 0
$3,500Mileage not verified

Beaumont, TX

2010 Toyota Camry SE

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

2010 Toyota Camry SE

Beaumont, TX

UnscoredInsufficient · 0
$3,700341,110 mi

Beaumont, TX

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Port Arthur, TX

UnscoredLimited · 7
$3,799157,727 mi

Comparison: 7 similar vehicles

Port Arthur, TX

2016 Chevrolet Malibu 1LT

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

2016 Chevrolet Malibu 1LT

Lake Charles, LA

UnscoredModerate · 45
$3,936229,143 mi

Comparison: 45 similar vehicles

Lake Charles, LA

2004 Toyota Sequoia SR5

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

2004 Toyota Sequoia SR5

Beaumont, TX

UnscoredInsufficient · 3
$3,995405,234 mi

Comparison: 3 similar vehicles

Beaumont, TX

2006 Chevrolet Malibu LS

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

2006 Chevrolet Malibu LS

Port Arthur, TX

UnscoredInsufficient · 0
$3,999246,199 mi

Port Arthur, TX

2014 Hyundai Accent GS

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

2014 Hyundai Accent GS

Beaumont, TX

UnscoredInsufficient · 0
$4,323162,374 mi

Beaumont, TX

2004 GMC Envoy SLT

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

2004 GMC Envoy SLT

Port Arthur, TX

UnscoredInsufficient · 0
$4,399194,851 mi

Port Arthur, TX

2013 Nissan Armada SL

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

2013 Nissan Armada SL

Beaumont, TX

UnscoredInsufficient · 0
$4,500284,269 mi

Beaumont, TX

2009 Lexus RX 350

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

2009 Lexus RX 350

Orange, TX

UnscoredModerate · 25
$4,500227,920 mi

Comparison: 25 similar vehicles

Orange, TX

2004 Volkswagen New Beetle GLS

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

2004 Volkswagen New Beetle GLS

Silsbee, TX

UnscoredInsufficient · 0
$4,950202,825 mi

Silsbee, TX

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 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Silsbee, TX

UnscoredInsufficient · 3
$4,950283,797 mi

Comparison: 3 similar vehicles

Silsbee, TX

1996 GMC Sonoma

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

1996 GMC Sonoma

Silsbee, TX

UnscoredInsufficient · 0
$4,950197,496 mi

Silsbee, TX

2009 Ford Taurus SEL

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

2009 Ford Taurus SEL

Lumberton, TX

UnscoredInsufficient · 0
$4,995223,567 mi

Lumberton, TX

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Beaumont, TX

UnscoredLimited · 7
$4,995160,500 mi

Comparison: 7 similar vehicles

Beaumont, TX

2012 Hyundai Sonata GLS

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

2012 Hyundai Sonata GLS

Beaumont, TX

UnscoredModerate · 34
$5,222202,499 mi

Comparison: 34 similar vehicles

Beaumont, TX

2010 Dodge Grand Caravan SE

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

2010 Dodge Grand Caravan SE

Lake Charles, LA

UnscoredInsufficient · 3
$5,350143,005 mi

Comparison: 3 similar vehicles

Lake Charles, LA

2015 GMC Acadia SLE1

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

2015 GMC Acadia SLE1

Beaumont, TX

UnscoredInsufficient · 3
$5,375242,703 mi

Comparison: 3 similar vehicles

Beaumont, TX

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Lake Charles, LA

UnscoredLimited · 8
$5,500228,849 mi

Comparison: 8 similar vehicles

Lake Charles, LA

2016 Hyundai Santa Fe Sport

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

2016 Hyundai Santa Fe Sport

Lake Charles, LA

UnscoredModerate · 36
$5,500188,372 mi

Comparison: 36 similar vehicles

Lake Charles, LA

2016 Ford Escape SE

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

2016 Ford Escape SE

Orange, TX

UnscoredModerate · 31
$5,514198,336 mi

Comparison: 31 similar vehicles

Orange, TX

2016 Ford Fusion S

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

2016 Ford Fusion S

Lumberton, TX

UnscoredLimited · 15
$5,900196,000 mi

Comparison: 15 similar vehicles

Lumberton, TX

2008 Toyota Corolla CE

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

2008 Toyota Corolla CE

Beaumont, TX

UnscoredInsufficient · 3
$5,922202,000 mi

Comparison: 3 similar vehicles

Beaumont, TX

2008 Nissan Frontier SE

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

2008 Nissan Frontier SE

Silsbee, TX

UnscoredInsufficient · 3
$5,950189,740 mi

Comparison: 3 similar vehicles

Silsbee, TX

2008 smart fortwo pure

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

2008 smart fortwo pure

Silsbee, TX

UnscoredInsufficient · 0
$5,950107,872 mi

Silsbee, TX

2007 Toyota Tacoma PreRunner

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

2007 Toyota Tacoma PreRunner

Silsbee, TX

UnscoredLimited · 9
$5,950362,861 mi

Comparison: 9 similar vehicles

Silsbee, TX

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Silsbee, TX

UnscoredLimited · 13
$5,950302,165 mi

Comparison: 13 similar vehicles

Silsbee, TX

2005 Ford F-150 XLT

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

2005 Ford F-150 XLT

Silsbee, TX

UnscoredLimited · 13
$5,950167,498 mi

Comparison: 13 similar vehicles

Silsbee, TX

2003 Dodge Dakota Sport

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

2003 Dodge Dakota Sport

Silsbee, TX

UnscoredInsufficient · 0
$5,950256,765 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

2015 Nissan Armada SL

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

2015 Nissan Armada SL

Sour Lake, TX

UnscoredLimited · 6
$5,995250,809 mi

Comparison: 6 similar vehicles

Sour Lake, TX

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Sulphur, LA

UnscoredModerate · 27
$5,995244,366 mi

Comparison: 27 similar vehicles

Sulphur, LA

2009 Chevrolet TrailBlazer 1LT

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

2009 Chevrolet TrailBlazer 1LT

Beaumont, TX

UnscoredInsufficient · 0
$5,995234,655 mi

Beaumont, TX

2015 Nissan Sentra SR

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

2015 Nissan Sentra SR

Beaumont, TX

UnscoredInsufficient · 4
$5,998159,000 mi

Comparison: 4 similar vehicles

Beaumont, TX

2016 Kia Forte LX

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

2016 Kia Forte LX

Beaumont, TX

UnscoredModerate · 35
$6,198120,768 mi

Comparison: 35 similar vehicles

Beaumont, TX

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Beaumont, TX

UnscoredLimited · 6
$6,250211,614 mi

Comparison: 6 similar vehicles

Beaumont, TX

2015 Ford Escape S

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

2015 Ford Escape S

Lake Charles, LA

UnscoredLimited · 17
$6,300150,167 mi

Comparison: 17 similar vehicles

Lake Charles, LA

2013 Volvo S60 T5

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

2013 Volvo S60 T5

Lake Charles, LA

UnscoredInsufficient · 0
$6,431140,531 mi

Lake Charles, LA

2014 Toyota Camry LE Hybrid

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

2014 Toyota Camry LE Hybrid

Sulphur, LA

UnscoredInsufficient · 0
$6,486284,076 mi

Sulphur, LA

2012 Ford Explorer XLT

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

2012 Ford Explorer XLT

Beaumont, TX

UnscoredLimited · 5
$6,487172,994 mi

Comparison: 5 similar vehicles

Beaumont, 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
$6,495127,427 mi

Silsbee, TX

2017 INFINITI QX50 Base

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

2017 INFINITI QX50 Base

Beaumont, TX

UnscoredModerate · 37
$6,800200,042 mi

Comparison: 37 similar vehicles

Beaumont, TX

2015 Honda Odyssey EX

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

2015 Honda Odyssey EX

Lake Charles, LA

UnscoredInsufficient · 4
$6,800177,300 mi

Comparison: 4 similar vehicles

Lake Charles, LA

2008 Chevrolet Suburban LS

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

2008 Chevrolet Suburban LS

Beaumont, TX

UnscoredLimited · 11
$6,900211,826 mi

Comparison: 11 similar vehicles

Beaumont, TX

2013 Nissan Pathfinder Platinum

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

2013 Nissan Pathfinder Platinum

Lake Charles, LA

UnscoredInsufficient · 3
$6,931207,657 mi

Comparison: 3 similar vehicles

Lake Charles, LA

2016 Ford Explorer Utility Police Interceptor

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

2016 Ford Explorer Utility Police Interceptor

Lake Charles, LA

UnscoredLimited · 6
$6,936155,638 mi

Comparison: 6 similar vehicles

Lake Charles, LA

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 manage their profile, 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, exports, and enhanced merchandising.
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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