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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 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

35,105 listings found

2015 Ford Edge SEL

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

2015 Ford Edge SEL

Austin, TX

UnscoredLimited · 11
$2,995158,946 mi

Comparison: 11 similar vehicles

Austin, TX

2012 Volvo XC60 3.2

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

2012 Volvo XC60 3.2

Austin, TX

UnscoredLimited · 15
$2,995125,833 mi

Comparison: 15 similar vehicles

Austin, TX

2011 Dodge Nitro Heat

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

2011 Dodge Nitro Heat

Austin, TX

UnscoredLimited · 11
$2,995188,001 mi

Comparison: 11 similar vehicles

Austin, TX

2005 Ford Explorer XLT

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

2005 Ford Explorer XLT

Austin, TX

UnscoredLimited · 9
$2,995260,000 mi

Comparison: 9 similar vehicles

Austin, TX

2001 Ford Expedition Base

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

2001 Ford Expedition Base

Austin, TX

Salvage title
$2,995120,000 mi

Austin, TX

2015 Dodge Journey R/T

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

2015 Dodge Journey R/T

Pflugerville, TX

UnscoredInsufficient · 0
$2,999192,382 mi

Pflugerville, TX

2003 Toyota Sequoia Limited

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

2003 Toyota Sequoia Limited

Pflugerville, TX

UnscoredInsufficient · 0
$2,999311,275 mi

Pflugerville, TX

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Pflugerville, TX

UnscoredModerate · 23
$3,499239,554 mi

Comparison: 23 similar vehicles

Pflugerville, TX

2009 BMW X5 xDrive30i

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

2009 BMW X5 xDrive30i

Spring Branch, TX

UnscoredInsufficient · 0
$3,725152,672 mi

Spring Branch, TX

2010 Mazda CX-9 Grand Touring

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

2010 Mazda CX-9 Grand Touring

Bartlett, TX

UnscoredInsufficient · 0
$3,800233,971 mi

Bartlett, TX

2012 Nissan Rogue SV

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

2012 Nissan Rogue SV

Austin, TX

UnscoredLimited · 14
$3,995154,000 mi

Comparison: 14 similar vehicles

Austin, TX

2011 Cadillac SRX Performance Collection

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

2011 Cadillac SRX Performance Collection

Austin, TX

UnscoredLimited · 10
$3,999125,787 mi

Comparison: 10 similar vehicles

Austin, TX

2005 Jeep Grand Cherokee Laredo

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

2005 Jeep Grand Cherokee Laredo

Austin, TX

UnscoredLimited · 9
$3,999154,066 mi

Comparison: 9 similar vehicles

Austin, TX

2003 Jeep Liberty LIMITED

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

2003 Jeep Liberty LIMITED

Pflugerville, TX

UnscoredInsufficient · 3
$3,999155,787 mi

Comparison: 3 similar vehicles

Pflugerville, TX

2000 Toyota 4Runner LIMITED

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

2000 Toyota 4Runner LIMITED

New Braunfels, TX

UnscoredInsufficient · 0
$4,125298,196 mi

New Braunfels, TX

2008 Toyota Sequoia Limited

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

2008 Toyota Sequoia Limited

Pflugerville, TX

UnscoredLimited · 8
$4,199427,681 mi

Comparison: 8 similar vehicles

Pflugerville, TX

2007 Lexus RX 350

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

2007 Lexus RX 350

Austin, TX

UnscoredModerate · 31
$4,200201,743 mi

Comparison: 31 similar vehicles

Austin, TX

No Photo

2006 Ford Escape XLT

Hutto, TX

UnscoredInsufficient · 0
$4,250132,117 mi

Hutto, TX

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Pflugerville, TX

UnscoredRobust · 53
$4,450140,580 mi

Comparison: 53 similar vehicles

Pflugerville, TX

2011 Hyundai Tucson GLS

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

2011 Hyundai Tucson GLS

Pflugerville, TX

UnscoredInsufficient · 4
$4,499159,665 mi

Comparison: 4 similar vehicles

Pflugerville, TX

2005 INFINITI FX 35

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

2005 INFINITI FX 35

Pflugerville, TX

UnscoredInsufficient · 3
$4,499153,877 mi

Comparison: 3 similar vehicles

Pflugerville, TX

2010 Hyundai Santa Fe SE

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

2010 Hyundai Santa Fe SE

Austin, TX

UnscoredInsufficient · 0
$4,500169,000 mi

Austin, TX

2006 BMW X3 3.0i

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

2006 BMW X3 3.0i

Pflugerville, TX

UnscoredInsufficient · 3
$4,500135,480 mi

Comparison: 3 similar vehicles

Pflugerville, TX

2010 Hyundai Santa Fe SE

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

2010 Hyundai Santa Fe SE

New Braunfels, TX

UnscoredInsufficient · 0
$4,640172,000 mi

New Braunfels, TX

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Hutto, TX

UnscoredModerate · 21
$4,650205,192 mi

Comparison: 21 similar vehicles

Hutto, TX

2012 Subaru Forester X Premium Package

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

2012 Subaru Forester X Premium Package

New Braunfels, TX

UnscoredInsufficient · 0
$4,724199,934 mi

New Braunfels, TX

2015 Ford Edge Sport

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

2015 Ford Edge Sport

Spring Branch, TX

UnscoredLimited · 13
$4,725183,691 mi

Comparison: 13 similar vehicles

Spring Branch, TX

2008 Acura RDX Base

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

2008 Acura RDX Base

Austin, TX

UnscoredInsufficient · 0
$4,750179,151 mi

Austin, TX

2015 Jeep Renegade Trailhawk

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

2015 Jeep Renegade Trailhawk

Hutto, TX

UnscoredLimited · 5
$4,800191,000 mi

Comparison: 5 similar vehicles

Hutto, TX

2011 Nissan JUKE SL

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

2011 Nissan JUKE SL

Pflugerville, TX

UnscoredInsufficient · 4
$4,899127,779 mi

Comparison: 4 similar vehicles

Pflugerville, TX

2015 Nissan Rogue S

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

2015 Nissan Rogue S

Austin, TX

UnscoredInsufficient · 3
$4,950148,025 mi

Comparison: 3 similar vehicles

Austin, TX

2014 Ford Escape S

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

2014 Ford Escape S

Austin, TX

Fair PriceModerate · 25
$4,950Mileage not verified

Market: $2,600 – $10,995

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Austin, TX

2013 Ford Explorer XLT

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

2013 Ford Explorer XLT

Gonzales, TX

UnscoredModerate · 26
$4,950221,710 mi

Comparison: 26 similar vehicles

Gonzales, TX

2013 Chevrolet Tahoe LT

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

2013 Chevrolet Tahoe LT

Austin, TX

UnscoredInsufficient · 3
$4,950264,047 mi

Comparison: 3 similar vehicles

Austin, TX

2013 Nissan Armada SV

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

2013 Nissan Armada SV

Austin, TX

UnscoredInsufficient · 0
$4,950180,367 mi

Austin, TX

2011 Honda Pilot LX

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

2011 Honda Pilot LX

Austin, TX

UnscoredInsufficient · 0
$4,950216,000 mi

Austin, TX

2017 Chevrolet Trax LT

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

2017 Chevrolet Trax LT

Round Rock, TX

UnscoredModerate · 27
$4,977143,319 mi

Comparison: 27 similar vehicles

Round Rock, TX

2012 Mazda CX-9 Grand Touring

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

2012 Mazda CX-9 Grand Touring

Round Rock, TX

UnscoredLimited · 11
$4,977188,717 mi

Comparison: 11 similar vehicles

Round Rock, TX

2011 Ford Explorer Limited

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

2011 Ford Explorer Limited

Round Rock, TX

UnscoredLimited · 11
$4,977179,052 mi

Comparison: 11 similar vehicles

Round Rock, TX

2006 Honda CR-V LX

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

2006 Honda CR-V LX

Austin, TX

UnscoredInsufficient · 0
$4,990160,102 mi

Austin, TX

2016 Chevrolet Equinox LS

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

2016 Chevrolet Equinox LS

Hutto, TX

UnscoredLimited · 16
$4,995165,347 mi

Comparison: 16 similar vehicles

Hutto, TX

2013 Volkswagen Tiguan SE

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

2013 Volkswagen Tiguan SE

Hutto, TX

UnscoredLimited · 7
$4,995145,857 mi

Comparison: 7 similar vehicles

Hutto, TX

2012 Nissan Rogue S

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

2012 Nissan Rogue S

Buda, TX

UnscoredLimited · 17
$4,995144,967 mi

Comparison: 17 similar vehicles

Buda, TX

2012 Nissan Murano LE

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

2012 Nissan Murano LE

Austin, TX

UnscoredLimited · 8
$4,995226,000 mi

Comparison: 8 similar vehicles

Austin, TX

2006 Jeep Liberty Sport

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

2006 Jeep Liberty Sport

Leander, TX

UnscoredInsufficient · 3
$4,995115,270 mi

Comparison: 3 similar vehicles

Leander, TX

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Austin, TX

UnscoredInsufficient · 4
$4,995206,689 mi

Comparison: 4 similar vehicles

Austin, TX

2001 Toyota Highlander Base

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

2001 Toyota Highlander Base

Leander, TX

UnscoredInsufficient · 4
$4,995134,359 mi

Comparison: 4 similar vehicles

Leander, TX

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

New Braunfels, TX

UnscoredInsufficient · 3
$4,999127,300 mi

Comparison: 3 similar vehicles

New Braunfels, TX

2014 Volkswagen Tiguan SE

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

2014 Volkswagen Tiguan SE

Austin, TX

UnscoredLimited · 5
$4,999174,262 mi

Comparison: 5 similar vehicles

Austin, TX

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

Austin, TX

UnscoredLimited · 8
$4,999145,462 mi

Comparison: 8 similar vehicles

Austin, 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. 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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