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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 2, 2026

6.1M+

Unique vehicles analyzed

as of November 2, 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

3,724 listings found

2025 Kia K4 LX

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

2025 Kia K4 LX

Webster, TX

UnscoredInsufficient · 0
$1,22510,714 mi

Webster, TX

2012 Volkswagen Beetle 2.0

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

2012 Volkswagen Beetle 2.0

Webster, TX

UnscoredInsufficient · 0
$1,22549,470 mi

Webster, TX

2011 Hyundai Elantra Touring GLS

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

2011 Hyundai Elantra Touring GLS

Webster, TX

UnscoredInsufficient · 0
$4,999183,030 mi

Webster, TX

2008 Honda CR-V EX

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

2008 Honda CR-V EX

Webster, TX

Unscored
$4,999228,573 mi

Comparison: 7 similar vehicles

Webster, TX

2012 Hyundai Tucson Limited

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

2012 Hyundai Tucson Limited

Webster, TX

UnscoredInsufficient · 3
$5,997149,262 mi

Comparison: 3 similar vehicles

Webster, TX

2014 INFINITI QX60 Base

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

2014 INFINITI QX60 Base

Webster, TX

Unscored
$5,999169,168 mi

Comparison: 30 similar vehicles

Webster, TX

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Webster, TX

UnscoredInsufficient · 4
$5,999166,608 mi

Comparison: 4 similar vehicles

Webster, TX

2011 Nissan Altima S

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

2011 Nissan Altima S

Webster, TX

Unscored
$5,999156,820 mi

Comparison: 7 similar vehicles

Webster, TX

2012 Toyota Highlander Base

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

2012 Toyota Highlander Base

Webster, TX

UnscoredInsufficient · 4
$6,225234,699 mi

Comparison: 4 similar vehicles

Webster, TX

2008 Honda Pilot EX

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

2008 Honda Pilot EX

Webster, TX

UnscoredInsufficient · 0
$6,373172,136 mi

Webster, TX

2011 Toyota RAV4 Base

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

2011 Toyota RAV4 Base

Webster, TX

Unscored
$6,497217,787 mi

Comparison: 22 similar vehicles

Webster, TX

2014 Nissan Versa Sedan S Plus

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

2014 Nissan Versa Sedan S Plus

Webster, TX

UnscoredInsufficient · 4
$6,99771,906 mi

Comparison: 4 similar vehicles

Webster, TX

2019 Chevrolet Traverse LS

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

2019 Chevrolet Traverse LS

Webster, TX

Unscored
$6,998191,848 mi

Comparison: 19 similar vehicles

Webster, TX

2015 Nissan Rogue SL

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

2015 Nissan Rogue SL

Webster, TX

Unscored
$6,998152,113 mi

Comparison: 10 similar vehicles

Webster, TX

2008 Lexus LS Base

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

2008 Lexus LS Base

Webster, TX

UnscoredInsufficient · 3
$6,999201,171 mi

Comparison: 3 similar vehicles

Webster, TX

2015 Mercedes-Benz GLK-Class GLK350

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

2015 Mercedes-Benz GLK-Class GLK350

Webster, TX

Unscored
$7,363210,882 mi

Comparison: 6 similar vehicles

Webster, TX

2008 Ford Expedition XLT

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

2008 Ford Expedition XLT

Webster, TX

Unscored
$7,373150,021 mi

Comparison: 5 similar vehicles

Webster, TX

2004 Ford F-150 Lariat

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

2004 Ford F-150 Lariat

Webster, TX

UnscoredInsufficient · 3
$7,495227,452 mi

Comparison: 3 similar vehicles

Webster, TX

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Webster, TX

UnscoredInsufficient · 4
$7,49960,680 mi

Comparison: 4 similar vehicles

Webster, TX

2011 Mercedes-Benz C-Class C300 Sport

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

2011 Mercedes-Benz C-Class C300 Sport

Webster, TX

Unscored
$7,636126,720 mi

Comparison: 6 similar vehicles

Webster, TX

2013 Hyundai Elantra GLS

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

2013 Hyundai Elantra GLS

Webster, TX

Unscored
$7,675121,316 mi

Comparison: 25 similar vehicles

Webster, TX

2017 Ford Focus SE

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

2017 Ford Focus SE

Webster, TX

Fair PriceModerate · 20
$7,72593,071 mi

Market: $3,495 – $12,900

Comparison: 20 similar vehicles

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

Webster, TX

2012 Acura TL Advance Package

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

2012 Acura TL Advance Package

Webster, TX

UnscoredInsufficient · 0
$7,999172,658 mi

Webster, TX

2009 Lincoln Navigator Luxury

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

2009 Lincoln Navigator Luxury

Webster, TX

UnscoredInsufficient · 0
$7,999138,987 mi

Webster, TX

2007 Mercury Grand Marquis GS

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

2007 Mercury Grand Marquis GS

Webster, TX

Unscored
$7,99963,832 mi

Comparison: 7 similar vehicles

Webster, TX

2018 Nissan Versa Sedan SV

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

2018 Nissan Versa Sedan SV

Webster, TX

Fair PriceModerate · 30
$8,49969,750 mi

Market: $4,900 – $10,900

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Webster, TX

2008 smart fortwo pure

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

2008 smart fortwo pure

Webster, TX

UnscoredInsufficient · 0
$8,49934,417 mi

Webster, TX

2022 Kia Sportage LX

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

2022 Kia Sportage LX

Webster, TX

Unscored
$8,725185,624 mi

Comparison: 8 similar vehicles

Webster, TX

2014 Kia Sportage EX

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

2014 Kia Sportage EX

Webster, TX

UnscoredInsufficient · 0
$8,72587,280 mi

Webster, TX

2016 Dodge Dart GT

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

2016 Dodge Dart GT

Webster, TX

UnscoredInsufficient · 0
$8,886180,567 mi

Webster, TX

2017 Hyundai Santa Fe Sport

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

2017 Hyundai Santa Fe Sport

Webster, TX

Unscored
$8,963137,257 mi

Comparison: 28 similar vehicles

Webster, TX

2010 Lexus RX 350

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

2010 Lexus RX 350

Webster, TX

Unscored
$8,995180,763 mi

Comparison: 33 similar vehicles

Webster, TX

2016 Toyota Corolla S Premium

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

2016 Toyota Corolla S Premium

Webster, TX

UnscoredInsufficient · 0
$8,999175,416 mi

Webster, TX

2015 Nissan Murano Platinum

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

2015 Nissan Murano Platinum

Webster, TX

Unscored
$8,999134,465 mi

Comparison: 5 similar vehicles

Webster, TX

2010 Mazda MAZDA3 s Sport

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

2010 Mazda MAZDA3 s Sport

Webster, TX

UnscoredInsufficient · 0
$8,99959,152 mi

Webster, TX

2008 Kia Sedona LX

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

2008 Kia Sedona LX

Webster, TX

UnscoredInsufficient · 0
$8,99959,908 mi

Webster, TX

2005 Lexus RX 330

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

2005 Lexus RX 330

Webster, TX

Unscored
$8,99992,867 mi

Comparison: 8 similar vehicles

Webster, TX

2013 Nissan Rogue SV

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

2013 Nissan Rogue SV

Webster, TX

UnscoredInsufficient · 0
$9,02550,673 mi

Webster, TX

2013 Ford Focus Titanium

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

2013 Ford Focus Titanium

Webster, TX

UnscoredInsufficient · 0
$9,49952,669 mi

Webster, TX

2015 Honda Accord EX-L

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

2015 Honda Accord EX-L

Webster, TX

Unscored
$9,515180,437 mi

Comparison: 6 similar vehicles

Webster, TX

2015 Nissan Versa Note SV

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

2015 Nissan Versa Note SV

Webster, TX

UnscoredInsufficient · 0
$9,99831,161 mi

Webster, TX

2012 GMC Acadia SL

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

2012 GMC Acadia SL

Webster, TX

UnscoredInsufficient · 0
$9,99862,141 mi

Webster, TX

2020 Mitsubishi Mirage LE

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

2020 Mitsubishi Mirage LE

Webster, TX

UnscoredInsufficient · 0
$9,99958,206 mi

Webster, TX

2019 Ford Fiesta SE

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

2019 Ford Fiesta SE

Webster, TX

UnscoredInsufficient · 0
$9,99949,287 mi

Webster, TX

2017 Hyundai Accent SE

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

2017 Hyundai Accent SE

Webster, TX

UnscoredInsufficient · 0
$9,99939,694 mi

Webster, TX

2017 smart fortwo pure

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

2017 smart fortwo pure

Webster, TX

UnscoredInsufficient · 0
$9,99911,050 mi

Webster, TX

2016 Kia Forte5 LX

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

2016 Kia Forte5 LX

Webster, TX

UnscoredInsufficient · 4
$9,99960,327 mi

Comparison: 4 similar vehicles

Webster, TX

2015 Ford Focus Titanium

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

2015 Ford Focus Titanium

Webster, TX

UnscoredInsufficient · 0
$9,99963,406 mi

Webster, TX

2015 Chevrolet Sonic LTZ

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

2015 Chevrolet Sonic LTZ

Webster, TX

UnscoredInsufficient · 0
$9,99938,479 mi

Webster, TX

2012 Nissan Altima S

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

2012 Nissan Altima S

Webster, TX

UnscoredInsufficient · 0
$9,99942,389 mi

Webster, 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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