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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 31, 2026

6.1M+

Unique vehicles analyzed

as of October 31, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

1,060 listings found

2007 Pontiac G6 Base

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

2007 Pontiac G6 Base

Live Oak, TX

UnscoredInsufficient · 0
$3,999128,973 mi

Live Oak, TX

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Live Oak, TX

Unscored
$5,999176,945 mi

Comparison: 7 similar vehicles

Live Oak, TX

2014 BMW 3 Series 328i

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

2014 BMW 3 Series 328i

Live Oak, TX

UnscoredInsufficient · 4
$7,25099,960 mi

Comparison: 4 similar vehicles

Live Oak, TX

2015 Mercedes-Benz C-Class C300

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

2015 Mercedes-Benz C-Class C300

Live Oak, TX

Unscored
$7,999140,876 mi

Comparison: 13 similar vehicles

Live Oak, TX

2018 Ford Ecosport S

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

2018 Ford Ecosport S

Live Oak, TX

Unscored
$8,349120,093 mi

Comparison: 15 similar vehicles

Live Oak, TX

2017 BMW i3 Base

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

2017 BMW i3 Base

Live Oak, TX

Unscored
$8,875123,835 mi

Comparison: 25 similar vehicles

Live Oak, TX

2016 Volkswagen Tiguan S

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

2016 Volkswagen Tiguan S

Live Oak, TX

Fair PriceModerate · 35
$9,99982,159 mi

Market: $5,400 – $11,995

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Live Oak, TX

2015 Mazda MAZDA6 i Grand Touring

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

2015 Mazda MAZDA6 i Grand Touring

Live Oak, TX

UnscoredInsufficient · 0
$9,999121,335 mi

Live Oak, TX

2014 Ford Escape SE

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

2014 Ford Escape SE

Live Oak, TX

UnscoredInsufficient · 0
$10,73042,177 mi

Live Oak, TX

2015 Ford Mustang V6

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

2015 Ford Mustang V6

Live Oak, TX

UnscoredInsufficient · 4
$10,999108,235 mi

Comparison: 4 similar vehicles

Live Oak, TX

2015 INFINITI Q50 Base

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

2015 INFINITI Q50 Base

Live Oak, TX

Unscored
$10,999118,975 mi

Comparison: 5 similar vehicles

Live Oak, TX

2012 Volkswagen Touareg Lux

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

2012 Volkswagen Touareg Lux

Live Oak, TX

UnscoredInsufficient · 0
$11,053107,968 mi

Live Oak, TX

2014 Mercedes-Benz E-Class E350

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

2014 Mercedes-Benz E-Class E350

Live Oak, TX

Unscored
$11,250102,015 mi

Comparison: 5 similar vehicles

Live Oak, TX

2015 Chevrolet Silverado 2500HD Work Truck

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

2015 Chevrolet Silverado 2500HD Work Truck

Live Oak, TX

UnscoredInsufficient · 4
$11,500177,771 mi

Comparison: 4 similar vehicles

Live Oak, TX

2016 Ford Escape S

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

2016 Ford Escape S

Live Oak, TX

UnscoredInsufficient · 4
$11,695101,294 mi

Comparison: 4 similar vehicles

Live Oak, TX

2018 Toyota RAV4 LE

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

2018 Toyota RAV4 LE

Live Oak, TX

Unscored
$11,750160,343 mi

Comparison: 10 similar vehicles

Live Oak, TX

2014 Nissan Titan SV

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

2014 Nissan Titan SV

Live Oak, TX

Fair PriceLimited · 14
$11,75089,185 mi

Market: $8,995 – $16,220

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Live Oak, TX

2015 Lexus ES Crafted Line

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

2015 Lexus ES Crafted Line

Live Oak, TX

UnscoredInsufficient · 0
$11,899160,115 mi

Live Oak, TX

2014 Ford Escape SE

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

2014 Ford Escape SE

Live Oak, TX

Unscored
$12,095100,598 mi

Comparison: 5 similar vehicles

Live Oak, TX

2017 Ford Edge SE

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

2017 Ford Edge SE

Live Oak, TX

Unscored
$12,795110,888 mi

Comparison: 7 similar vehicles

Live Oak, TX

2017 Honda Accord EX-L

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

2017 Honda Accord EX-L

Live Oak, TX

Unscored
$12,999110,714 mi

Comparison: 5 similar vehicles

Live Oak, TX

2011 Toyota Tundra Grade

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

2011 Toyota Tundra Grade

Live Oak, TX

Unscored
$12,999133,738 mi

Comparison: 14 similar vehicles

Live Oak, TX

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Live Oak, TX

Unscored
$13,095107,598 mi

Comparison: 6 similar vehicles

Live Oak, TX

2017 GMC Yukon Denali

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

2017 GMC Yukon Denali

Live Oak, TX

Unscored
$13,294175,889 mi

Comparison: 5 similar vehicles

Live Oak, TX

2017 Toyota RAV4 SE

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

2017 Toyota RAV4 SE

Live Oak, TX

Unscored
$13,793174,809 mi

Comparison: 7 similar vehicles

Live Oak, TX

2019 Chevrolet Equinox LS

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

2019 Chevrolet Equinox LS

Live Oak, TX

UnscoredInsufficient · 3
$13,79599,450 mi

Comparison: 3 similar vehicles

Live Oak, TX

2017 Nissan Altima S

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

2017 Nissan Altima S

Live Oak, TX

OverpricedModerate · 45
$13,895113,582 mi

Market: $6,800 – $11,257

Comparison: 45 similar vehicles

Priced ~23% above the typical market range for similar vehicles (based on current market benchmarks)

Live Oak, TX

2015 Chevrolet Silverado 2500HD LT

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

2015 Chevrolet Silverado 2500HD LT

Live Oak, TX

Unscored
$13,999253,660 mi

Comparison: 13 similar vehicles

Live Oak, TX

2019 Honda Civic LX

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

2019 Honda Civic LX

Live Oak, TX

Unscored
$14,25091,899 mi

Comparison: 6 similar vehicles

Live Oak, TX

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

Live Oak, TX

Unscored
$14,295126,890 mi

Comparison: 21 similar vehicles

Live Oak, TX

2019 Honda Pilot EX-L

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

2019 Honda Pilot EX-L

Live Oak, TX

Unscored
$14,575164,153 mi

Comparison: 12 similar vehicles

Live Oak, TX

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Live Oak, TX

Fair PriceLimited · 15
$14,59596,336 mi

Market: $7,900 – $15,195

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Live Oak, TX

1995 Ford F-250

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

1995 Ford F-250

Live Oak, TX

UnscoredInsufficient · 0
$14,797155,161 mi

Live Oak, TX

2018 Mercedes-Benz GLC GLC300

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

2018 Mercedes-Benz GLC GLC300

Live Oak, TX

Unscored
$14,99995,657 mi

Comparison: 8 similar vehicles

Live Oak, TX

2017 RAM 2500 Pickup Big Horn/Lone Star

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

2017 RAM 2500 Pickup Big Horn/Lone Star

Live Oak, TX

Unscored
$14,999174,340 mi

Comparison: 7 similar vehicles

Live Oak, TX

2015 Toyota Tacoma Base

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

2015 Toyota Tacoma Base

Live Oak, TX

Unscored
$14,999114,101 mi

Comparison: 5 similar vehicles

Live Oak, TX

2011 GMC Sierra 2500HD SLE

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

2011 GMC Sierra 2500HD SLE

Live Oak, TX

UnscoredInsufficient · 0
$14,999235,039 mi

Live Oak, TX

2017 Hyundai Elantra SE

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

2017 Hyundai Elantra SE

Live Oak, TX

Unscored
$15,09598,756 mi

Comparison: 8 similar vehicles

Live Oak, TX

2021 Hyundai Kona SE

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

2021 Hyundai Kona SE

Live Oak, TX

Unscored
$15,395115,527 mi

Comparison: 7 similar vehicles

Live Oak, TX

2018 Ford Escape SE

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

2018 Ford Escape SE

Live Oak, TX

OverpricedModerate · 20
$15,39594,145 mi

Market: $6,570 – $13,790

Comparison: 20 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Live Oak, TX

2021 Ford EcoSport S

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

2021 Ford EcoSport S

Live Oak, TX

Unscored
$15,69577,774 mi

Comparison: 6 similar vehicles

Live Oak, TX

2015 Toyota Tundra SR5

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

2015 Toyota Tundra SR5

Live Oak, TX

Unscored
$15,739188,585 mi

Comparison: 15 similar vehicles

Live Oak, 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

Live Oak, TX

Unscored
$15,895142,953 mi

Comparison: 6 similar vehicles

Live Oak, TX

2020 Chevrolet Sonic LT

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

2020 Chevrolet Sonic LT

Live Oak, TX

Unscored
$15,99577,561 mi

Comparison: 5 similar vehicles

Live Oak, TX

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Live Oak, TX

Fair PriceModerate · 28
$15,99598,663 mi

Market: $8,995 – $18,202

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Live Oak, TX

2015 Ford F-150 Lariat

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

2015 Ford F-150 Lariat

Live Oak, TX

Fair PriceLimited · 18
$15,999114,076 mi

Market: $15,724 – $24,222

Comparison: 18 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Live Oak, TX

2014 RAM 1500 Pickup Laramie

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

2014 RAM 1500 Pickup Laramie

Live Oak, TX

Unscored
$15,999152,318 mi

Comparison: 6 similar vehicles

Live Oak, TX

2012 RAM 2500 Pickup ST

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

2012 RAM 2500 Pickup ST

Live Oak, TX

Unscored
$15,999212,818 mi

Comparison: 8 similar vehicles

Live Oak, TX

2017 Hyundai Tucson SE

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

2017 Hyundai Tucson SE

Live Oak, TX

OverpricedModerate · 23
$16,29593,560 mi

Market: $6,999 – $14,995

Comparison: 23 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Live Oak, TX

2022 Mazda Mazda3 Premium

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

2022 Mazda Mazda3 Premium

Live Oak, TX

Unscored
$16,50077,946 mi

Comparison: 6 similar vehicles

Live Oak, TX

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.
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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