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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 · November 7, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

244 listings found

2016 Jeep Compass Latitude

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

2016 Jeep Compass Latitude

Taylor, TX

Unscored
$4,000155,338 mi

Comparison: 16 similar vehicles

Taylor, TX

2008 Honda Accord EX V6

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

2008 Honda Accord EX V6

Taylor, TX

Unscored
$4,999190,671 mi

Comparison: 5 similar vehicles

Taylor, TX

2008 Acura MDX Technology & Entertainment Package

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

2008 Acura MDX Technology & Entertainment Package

Taylor, TX

UnscoredInsufficient · 4
$4,999177,757 mi

Comparison: 4 similar vehicles

Taylor, TX

2012 Buick Enclave Premium

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

2012 Buick Enclave Premium

Taylor, TX

Unscored
$5,000145,307 mi

Comparison: 6 similar vehicles

Taylor, TX

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

Taylor, TX

Unscored
$5,000142,037 mi

Comparison: 8 similar vehicles

Taylor, TX

2012 Hyundai Santa Fe Limited

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

2012 Hyundai Santa Fe Limited

Taylor, TX

UnscoredInsufficient · 4
$5,000148,341 mi

Comparison: 4 similar vehicles

Taylor, TX

2010 Nissan Sentra SR

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

2010 Nissan Sentra SR

Taylor, TX

Unscored
$5,000153,097 mi

Comparison: 5 similar vehicles

Taylor, TX

2004 Ford F-150 XLT

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

2004 Ford F-150 XLT

Taylor, TX

UnscoredInsufficient · 3
$5,000195,450 mi

Comparison: 3 similar vehicles

Taylor, TX

2009 Volkswagen Tiguan S

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

2009 Volkswagen Tiguan S

Taylor, TX

UnscoredInsufficient · 3
$5,99995,678 mi

Comparison: 3 similar vehicles

Taylor, TX

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Taylor, TX

UnscoredInsufficient · 3
$5,999189,568 mi

Comparison: 3 similar vehicles

Taylor, TX

2013 Nissan Altima Sedan SV

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

2013 Nissan Altima Sedan SV

Taylor, TX

Fair PriceModerate · 21
$6,00084,106 mi

Market: $2,995 – $9,995

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Taylor, TX

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Taylor, TX

Fair PriceLimited · 15
$6,000109,084 mi

Market: $1,200 – $11,000

Comparison: 15 similar vehicles

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

Taylor, TX

2011 Toyota Camry Base

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

2011 Toyota Camry Base

Taylor, TX

Unscored
$6,000219,950 mi

Comparison: 6 similar vehicles

Taylor, TX

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Taylor, TX

Great DealLimited · 10
$7,00094,812 mi

Market: $7,879 – $12,995

Comparison: 10 similar vehicles

Competitively priced ~11% below the typical range compared to similar vehicles · 127 days listed (based on current market benchmarks)

Taylor, TX

2018 Chevrolet Traverse 1LT

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

2018 Chevrolet Traverse 1LT

Taylor, TX

Unscored
$8,000125,367 mi

Comparison: 9 similar vehicles

Taylor, TX

2015 Audi Q3 Premium Plus

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

2015 Audi Q3 Premium Plus

Taylor, TX

Unscored
$8,000103,988 mi

Comparison: 8 similar vehicles

Taylor, TX

2010 Buick LaCrosse CXL

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

2010 Buick LaCrosse CXL

Taylor, TX

Unscored
$8,00097,701 mi

Comparison: 6 similar vehicles

Taylor, TX

2007 Mercedes-Benz E-Class E350

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

2007 Mercedes-Benz E-Class E350

Taylor, TX

UnscoredInsufficient · 4
$8,000127,543 mi

Comparison: 4 similar vehicles

Taylor, TX

2017 Chevrolet Equinox LS

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

2017 Chevrolet Equinox LS

Taylor, TX

Fair PriceRobust · 90
$9,00094,937 mi

Market: $2,950 – $18,445

Comparison: 90 similar vehicles

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

Taylor, TX

2013 Nissan Frontier SV

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

2013 Nissan Frontier SV

Taylor, TX

Unscored
$9,000179,656 mi

Comparison: 7 similar vehicles

Taylor, TX

2021 Ford EcoSport SE

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

2021 Ford EcoSport SE

Taylor, TX

Fair PriceLimited · 18
$10,00072,569 mi

Market: $9,000 – $15,220

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 73 days listed (based on current market benchmarks)

Taylor, TX

2019 Volkswagen Tiguan SE

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

2019 Volkswagen Tiguan SE

Taylor, TX

Unscored
$10,000129,911 mi

Comparison: 27 similar vehicles

Taylor, TX

2019 Hyundai Kona SEL

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

2019 Hyundai Kona SEL

Taylor, TX

Unscored
$10,000102,066 mi

Comparison: 9 similar vehicles

Taylor, TX

2018 Nissan Titan XD SV

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

2018 Nissan Titan XD SV

Taylor, TX

UnscoredInsufficient · 3
$10,000185,781 mi

Comparison: 3 similar vehicles

Taylor, TX

2017 Chevrolet Cruze LT

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

2017 Chevrolet Cruze LT

Taylor, TX

UnscoredInsufficient · 3
$10,000129,025 mi

Comparison: 3 similar vehicles

Taylor, TX

2020 Chevrolet Blazer 2LT

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

2020 Chevrolet Blazer 2LT

Taylor, TX

UnscoredInsufficient · 3
$10,224179,412 mi

Comparison: 3 similar vehicles

Taylor, TX

2017 RAM 1500 Pickup Lone Star Silver

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

2017 RAM 1500 Pickup Lone Star Silver

Taylor, TX

UnscoredInsufficient · 3
$11,000219,132 mi

Comparison: 3 similar vehicles

Taylor, TX

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Taylor, TX

OverpricedModerate · 22
$11,00060,946 mi

Market: $4,500 – $9,145

Comparison: 22 similar vehicles

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

Taylor, TX

2017 Subaru Outback Touring

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

2017 Subaru Outback Touring

Taylor, TX

Unscored
$11,595145,652 mi

Comparison: 9 similar vehicles

Taylor, TX

2012 Dodge Challenger R/T

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

2012 Dodge Challenger R/T

Taylor, TX

Unscored
$11,999131,433 mi

Comparison: 5 similar vehicles

Taylor, TX

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Taylor, TX

Unscored
$11,999145,520 mi

Comparison: 45 similar vehicles

Taylor, TX

2019 GMC Acadia SLT-1

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

2019 GMC Acadia SLT-1

Taylor, TX

Unscored
$12,000121,349 mi

Comparison: 9 similar vehicles

Taylor, TX

1998 Mercury Grand Marquis LS

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

1998 Mercury Grand Marquis LS

Taylor, TX

UnscoredInsufficient · 0
$12,99934,781 mi

Taylor, TX

2017 Mazda CX-5 Grand Select

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

2017 Mazda CX-5 Grand Select

Taylor, TX

Unscored
$13,000155,881 mi

Comparison: 5 similar vehicles

Taylor, TX

2014 Ford F-150 Platinum

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

2014 Ford F-150 Platinum

Taylor, TX

UnscoredInsufficient · 3
$13,000159,324 mi

Comparison: 3 similar vehicles

Taylor, TX

2013 Ford F-150 Lariat

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

2013 Ford F-150 Lariat

Taylor, TX

Unscored
$13,000189,984 mi

Comparison: 5 similar vehicles

Taylor, TX

2009 Ford F-150 XLT

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

2009 Ford F-150 XLT

Taylor, TX

Fair PriceModerate · 23
$13,00072,317 mi

Market: $7,250 – $14,500

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Taylor, TX

2020 Kia FORTE LXS

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

2020 Kia FORTE LXS

Taylor, TX

UnscoredInsufficient · 4
$13,21580,069 mi

Comparison: 4 similar vehicles

Taylor, TX

2020 Chevrolet Malibu 1LS

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

2020 Chevrolet Malibu 1LS

Taylor, TX

Fair PriceModerate · 36
$13,99973,329 mi

Market: $4,950 – $25,145

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 59 days listed (based on current market benchmarks)

Taylor, TX

2022 Chevrolet Trailblazer LS

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

2022 Chevrolet Trailblazer LS

Taylor, TX

UnscoredInsufficient · 0
$14,000120,147 mi

Taylor, TX

2021 Volkswagen Tiguan SE

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

2021 Volkswagen Tiguan SE

Taylor, TX

Fair PriceLimited · 10
$14,00099,054 mi

Market: $12,950 – $18,900

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 140 days listed (based on current market benchmarks)

Taylor, TX

2014 Jeep Grand Cherokee Limited

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

2014 Jeep Grand Cherokee Limited

Taylor, TX

UnscoredInsufficient · 0
$14,00048,550 mi

Taylor, TX

2017 Ford Expedition King Ranch

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

2017 Ford Expedition King Ranch

Taylor, TX

UnscoredInsufficient · 4
$14,999148,573 mi

Comparison: 4 similar vehicles

Taylor, TX

2017 Cadillac XT5 Luxury

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

2017 Cadillac XT5 Luxury

Taylor, TX

Fair PriceModerate · 22
$14,99979,526 mi

Market: $11,999 – $19,225

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 143 days listed (based on current market benchmarks)

Taylor, TX

2019 Chevrolet Blazer Premier

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

2019 Chevrolet Blazer Premier

Taylor, TX

Unscored
$15,000110,214 mi

Comparison: 9 similar vehicles

Taylor, TX

2007 Toyota Tacoma PreRunner

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

2007 Toyota Tacoma PreRunner

Taylor, TX

UnscoredInsufficient · 3
$15,000194,497 mi

Comparison: 3 similar vehicles

Taylor, TX

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

Taylor, TX

Fair PriceLimited · 13
$15,99991,803 mi

Market: $14,991 – $18,981

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 110 days listed (based on current market benchmarks)

Taylor, TX

2007 Dodge Ram 3500

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

2007 Dodge Ram 3500

Taylor, TX

UnscoredInsufficient · 0
$15,999448,291 mi

Taylor, TX

2016 Toyota Tundra SR5

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

2016 Toyota Tundra SR5

Taylor, TX

Unscored
$16,000217,898 mi

Comparison: 72 similar vehicles

Taylor, TX

2020 RAM 1500 Classic Tradesman

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

2020 RAM 1500 Classic Tradesman

Taylor, TX

Unscored
$16,215140,429 mi

Comparison: 7 similar vehicles

Taylor, TX

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 recently 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.
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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