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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

9,010 listings found

2009 Kia Rio Base

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

2009 Kia Rio Base

New Braunfels, TX

UnscoredInsufficient · 0
$2,095Mileage not verified

New Braunfels, TX

2003 Toyota Echo Base

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

2003 Toyota Echo Base

Austin, TX

UnscoredInsufficient · 0
$2,499407,944 mi

Austin, TX

2008 Ford Focus SE

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

2008 Ford Focus SE

Austin, TX

UnscoredLimited · 7
$2,987180,516 mi

Comparison: 7 similar vehicles

Austin, TX

2009 Toyota Camry Base

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

2009 Toyota Camry Base

Austin, TX

UnscoredLimited · 6
$2,990227,050 mi

Comparison: 6 similar vehicles

Austin, TX

2013 Hyundai Sonata GLS

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

2013 Hyundai Sonata GLS

Austin, TX

UnscoredInsufficient · 4
$2,995155,289 mi

Comparison: 4 similar vehicles

Austin, TX

2013 Hyundai Accent GLS

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

2013 Hyundai Accent GLS

Austin, TX

UnscoredLimited · 7
$2,995129,774 mi

Comparison: 7 similar vehicles

Austin, TX

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Austin, TX

UnscoredInsufficient · 3
$2,995122,298 mi

Comparison: 3 similar vehicles

Austin, TX

2005 Hyundai Sonata V6

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

2005 Hyundai Sonata V6

Austin, TX

UnscoredInsufficient · 0
$2,995135,000 mi

Austin, TX

2006 BMW 3 Series 325i

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

2006 BMW 3 Series 325i

Kirby, TX

UnscoredInsufficient · 4
$2,999184,027 mi

Comparison: 4 similar vehicles

Kirby, TX

2008 Subaru Impreza 2.5i

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

2008 Subaru Impreza 2.5i

Austin, TX

UnscoredInsufficient · 4
$3,450155,740 mi

Comparison: 4 similar vehicles

Austin, TX

2010 Mazda MAZDA3 i Touring

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

2010 Mazda MAZDA3 i Touring

Austin, TX

UnscoredLimited · 9
$3,500262,000 mi

Comparison: 9 similar vehicles

Austin, TX

2007 Hyundai Azera Limited

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

2007 Hyundai Azera Limited

San Antonio, TX

UnscoredInsufficient · 0
$3,500193,974 mi

San Antonio, TX

2012 Nissan Altima S

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

2012 Nissan Altima S

San Antonio, TX

UnscoredLimited · 6
$3,799136,000 mi

Comparison: 6 similar vehicles

San Antonio, TX

2011 Mazda MAZDA3 i Sport

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

2011 Mazda MAZDA3 i Sport

Austin, TX

UnscoredLimited · 7
$3,800235,000 mi

Comparison: 7 similar vehicles

Austin, TX

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Kirby, TX

UnscoredLimited · 11
$3,885155,923 mi

Comparison: 11 similar vehicles

Kirby, TX

2002 Mercury Grand Marquis GS

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

2002 Mercury Grand Marquis GS

Round Rock, TX

UnscoredInsufficient · 0
$3,900168,076 mi

Round Rock, TX

2012 Volkswagen Jetta SE

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

2012 Volkswagen Jetta SE

Austin, TX

UnscoredLimited · 8
$3,950176,925 mi

Comparison: 8 similar vehicles

Austin, TX

2009 Honda Accord EX-L

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

2009 Honda Accord EX-L

Gonzales, TX

UnscoredLimited · 15
$3,950203,536 mi

Comparison: 15 similar vehicles

Gonzales, TX

2003 Nissan Altima Base

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

2003 Nissan Altima Base

Austin, TX

UnscoredInsufficient · 0
$3,950135,539 mi

Austin, TX

2015 Hyundai Elantra SE

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

2015 Hyundai Elantra SE

Round Rock, TX

UnscoredModerate · 32
$3,977151,000 mi

Comparison: 32 similar vehicles

Round Rock, TX

2016 Ford Fusion Titanium

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

2016 Ford Fusion Titanium

Round Rock, TX

UnscoredModerate · 36
$3,981149,916 mi

Comparison: 36 similar vehicles

Round Rock, TX

2012 Buick LaCrosse Convenience

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

2012 Buick LaCrosse Convenience

Austin, TX

UnscoredInsufficient · 4
$3,990206,016 mi

Comparison: 4 similar vehicles

Austin, TX

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

San Antonio, TX

UnscoredLimited · 6
$3,995112,000 mi

Comparison: 6 similar vehicles

San Antonio, TX

2013 Honda Accord Sport

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

2013 Honda Accord Sport

Kirby, TX

UnscoredLimited · 5
$3,995276,980 mi

Comparison: 5 similar vehicles

Kirby, TX

2013 Mercedes-Benz C-Class C250 Sport

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

2013 Mercedes-Benz C-Class C250 Sport

Kirby, TX

UnscoredLimited · 5
$3,995186,161 mi

Comparison: 5 similar vehicles

Kirby, TX

2011 Chevrolet Cruze 1LT

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

2011 Chevrolet Cruze 1LT

Austin, TX

UnscoredLimited · 15
$3,995226,467 mi

Comparison: 15 similar vehicles

Austin, TX

2010 Nissan Sentra S

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

2010 Nissan Sentra S

Austin, TX

UnscoredInsufficient · 3
$3,99590,053 mi

Comparison: 3 similar vehicles

Austin, TX

2006 Honda Accord EX

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

2006 Honda Accord EX

Hutto, TX

UnscoredLimited · 16
$3,995196,009 mi

Comparison: 16 similar vehicles

Hutto, TX

2015 Nissan Sentra SV

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

2015 Nissan Sentra SV

San Antonio, TX

UnscoredLimited · 12
$3,999140,942 mi

Comparison: 12 similar vehicles

San Antonio, TX

2015 Volkswagen Jetta SE

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

2015 Volkswagen Jetta SE

Kirby, TX

UnscoredModerate · 23
$3,999172,919 mi

Comparison: 23 similar vehicles

Kirby, TX

2014 Hyundai Sonata GLS

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

2014 Hyundai Sonata GLS

Austin, TX

UnscoredModerate · 32
$3,999156,752 mi

Comparison: 32 similar vehicles

Austin, TX

2012 Ford Focus SE

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

2012 Ford Focus SE

Austin, TX

UnscoredInsufficient · 3
$3,999120,578 mi

Comparison: 3 similar vehicles

Austin, TX

2012 Chevrolet Cruze 1FL

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

2012 Chevrolet Cruze 1FL

San Antonio, TX

UnscoredInsufficient · 0
$3,999163,333 mi

San Antonio, TX

2010 Mitsubishi Galant FE

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

2010 Mitsubishi Galant FE

Austin, TX

UnscoredInsufficient · 0
$3,999148,800 mi

Austin, TX

2010 Mercedes-Benz C-Class C300 Sport

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

2010 Mercedes-Benz C-Class C300 Sport

Austin, TX

UnscoredLimited · 6
$3,999131,837 mi

Comparison: 6 similar vehicles

Austin, TX

2009 Mercury Sable Base

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

2009 Mercury Sable Base

San Antonio, TX

UnscoredInsufficient · 0
$3,999147,935 mi

San Antonio, TX

2009 Nissan Altima SL

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

2009 Nissan Altima SL

San Antonio, TX

UnscoredInsufficient · 0
$3,99987,490 mi

San Antonio, TX

2008 Honda Accord LX

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

2008 Honda Accord LX

Kirby, TX

UnscoredInsufficient · 3
$3,999266,176 mi

Comparison: 3 similar vehicles

Kirby, TX

2008 Mazda MAZDA3 s Sport

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

2008 Mazda MAZDA3 s Sport

Austin, TX

UnscoredInsufficient · 0
$3,999220,000 mi

Austin, TX

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

No Photo

2006 Honda Accord SE

Austin, TX

UnscoredInsufficient · 3
$3,999137,000 mi

Comparison: 3 similar vehicles

Austin, TX

2002 Honda Accord EX

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

2002 Honda Accord EX

Kirby, TX

UnscoredInsufficient · 0
$3,999162,163 mi

Kirby, TX

2001 Lexus LS 430

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

2001 Lexus LS 430

Austin, TX

UnscoredInsufficient · 3
$3,999230,423 mi

Comparison: 3 similar vehicles

Austin, TX

No Photo

2014 Kia Optima EX Hybrid

Hutto, TX

UnscoredInsufficient · 4
$4,200196,244 mi

Comparison: 4 similar vehicles

Hutto, TX

2003 Honda Civic LX

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

2003 Honda Civic LX

Austin, TX

UnscoredInsufficient · 4
$4,220144,990 mi

Comparison: 4 similar vehicles

Austin, TX

2009 BMW 3 Series 328i

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

2009 BMW 3 Series 328i

Leander, TX

UnscoredLimited · 12
$4,224196,270 mi

Comparison: 12 similar vehicles

Leander, TX

2014 Dodge Dart SE

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

2014 Dodge Dart SE

Hutto, TX

UnscoredInsufficient · 3
$4,250153,866 mi

Comparison: 3 similar vehicles

Hutto, TX

2006 Subaru Impreza i

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

2006 Subaru Impreza i

San Antonio, TX

UnscoredInsufficient · 0
$4,295157,996 mi

San Antonio, TX

2013 Dodge Avenger SE

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

2013 Dodge Avenger SE

Austin, TX

UnscoredLimited · 12
$4,317176,727 mi

Comparison: 12 similar vehicles

Austin, TX

2009 Ford Focus SE

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

2009 Ford Focus SE

Kyle, TX

UnscoredLimited · 9
$4,325150,340 mi

Comparison: 9 similar vehicles

Kyle, 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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