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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 25, 2026

6M+

Unique vehicles analyzed

as of October 25, 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

50,000+ listings found(add a location or filter to narrow results)

2015 Nissan Altima S

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

2015 Nissan Altima S

Austin, TX

UnscoredLimited · 11
$2,000208,239 mi

Comparison: 11 similar vehicles

Austin, TX

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

2011 Nissan Versa S

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

2011 Nissan Versa S

Austin, TX

UnscoredLimited · 5
$2,200163,482 mi

Comparison: 5 similar vehicles

Austin, TX

2005 Dodge Grand Caravan SXT

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

2005 Dodge Grand Caravan SXT

Killeen, TX

UnscoredInsufficient · 0
$2,250216,691 mi

Killeen, TX

2002 Buick Century Custom

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

2002 Buick Century Custom

Killeen, TX

UnscoredInsufficient · 0
$2,250188,485 mi

Killeen, TX

2013 Nissan LEAF S

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

2013 Nissan LEAF S

Austin, TX

UnscoredInsufficient · 0
$2,300100,866 mi

Austin, TX

2001 Chrysler PT Cruiser Base

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

2001 Chrysler PT Cruiser Base

Austin, TX

UnscoredInsufficient · 0
$2,495143,400 mi

Austin, TX

2004 Kia Spectra

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

2004 Kia Spectra

Pflugerville, TX

UnscoredInsufficient · 0
$2,499150,744 mi

Pflugerville, 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

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
$2,695135,000 mi

Austin, TX

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Austin, TX

UnscoredInsufficient · 4
$2,799164,755 mi

Comparison: 4 similar vehicles

Austin, TX

2010 Ford Focus S

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

2010 Ford Focus S

Killeen, TX

UnscoredInsufficient · 0
$2,950257,356 mi

Killeen, TX

2012 FIAT 500 Pop

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

2012 FIAT 500 Pop

Austin, TX

UnscoredLimited · 11
$2,990169,700 mi

Comparison: 11 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 · 18
$2,990227,050 mi

Comparison: 18 similar vehicles

Austin, TX

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Austin, TX

UnscoredModerate · 21
$2,99550,736 mi

Comparison: 21 similar vehicles

Austin, TX

2023 Ford F-150 XLT

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

2023 Ford F-150 XLT

Austin, TX

UnscoredModerate · 21
$2,99556,204 mi

Comparison: 21 similar vehicles

Austin, TX

2021 Cadillac Escalade Sport

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

2021 Cadillac Escalade Sport

Austin, TX

UnscoredLimited · 11
$2,995126,487 mi

Comparison: 11 similar vehicles

Austin, TX

2021 Cadillac Escalade Sport

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

2021 Cadillac Escalade Sport

Austin, TX

UnscoredLimited · 11
$2,995109,249 mi

Comparison: 11 similar vehicles

Austin, TX

2020 GMC Terrain SLE

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

2020 GMC Terrain SLE

Austin, TX

UnscoredModerate · 40
$2,995147,241 mi

Comparison: 40 similar vehicles

Austin, TX

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Austin, TX

UnscoredInsufficient · 0
$2,99535,133 mi

Austin, TX

2019 Chevrolet Silverado MD

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

2019 Chevrolet Silverado MD

Austin, TX

UnscoredInsufficient · 0
$2,99577,757 mi

Austin, TX

2018 Jeep Renegade Latitude

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

2018 Jeep Renegade Latitude

Austin, TX

UnscoredLimited · 8
$2,995104,527 mi

Comparison: 8 similar vehicles

Austin, TX

2017 Chrysler Pacifica Touring-L

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

2017 Chrysler Pacifica Touring-L

Austin, TX

UnscoredModerate · 30
$2,995125,938 mi

Comparison: 30 similar vehicles

Austin, TX

2016 Honda HR-V LX

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

2016 Honda HR-V LX

Austin, TX

UnscoredLimited · 8
$2,995183,556 mi

Comparison: 8 similar vehicles

Austin, TX

2016 Kia Soul Base

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

2016 Kia Soul Base

Austin, TX

UnscoredInsufficient · 3
$2,995139,162 mi

Comparison: 3 similar vehicles

Austin, TX

2015 Jeep Grand Cherokee Laredo E

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

2015 Jeep Grand Cherokee Laredo E

Austin, TX

UnscoredLimited · 12
$2,995114,569 mi

Comparison: 12 similar vehicles

Austin, TX

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 · 9
$2,995158,946 mi

Comparison: 9 similar vehicles

Austin, TX

2015 FIAT 500 Pop

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

2015 FIAT 500 Pop

Austin, TX

UnscoredLimited · 14
$2,99582,635 mi

Comparison: 14 similar vehicles

Austin, TX

2014 Nissan Maxima SV

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

2014 Nissan Maxima SV

Austin, TX

UnscoredLimited · 16
$2,99599,436 mi

Comparison: 16 similar vehicles

Austin, TX

2014 Mazda MAZDA3 s Grand Touring

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

2014 Mazda MAZDA3 s Grand Touring

Austin, TX

UnscoredLimited · 7
$2,995103,852 mi

Comparison: 7 similar vehicles

Austin, TX

2013 Ford Focus SE

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

2013 Ford Focus SE

Killeen, TX

UnscoredInsufficient · 3
$2,995191,204 mi

Comparison: 3 similar vehicles

Killeen, 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 · 8
$2,995129,774 mi

Comparison: 8 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 · 16
$2,995125,833 mi

Comparison: 16 similar vehicles

Austin, 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

UnscoredInsufficient · 3
$2,995116,127 mi

Comparison: 3 similar vehicles

Austin, TX

2010 Chevrolet Suburban LTZ

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

2010 Chevrolet Suburban LTZ

Austin, TX

UnscoredLimited · 5
$2,995216,873 mi

Comparison: 5 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

2004 Mazda MAZDA6 s

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

2004 Mazda MAZDA6 s

Killeen, TX

UnscoredInsufficient · 0
$2,995135,680 mi

Killeen, TX

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Hutto, TX

UnscoredLimited · 5
$2,995Mileage not verified

Comparison: 5 similar vehicles

Hutto, 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

1997 Nissan Pathfinder LE

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

1997 Nissan Pathfinder LE

Austin, TX

UnscoredInsufficient · 0
$2,995303,000 mi

Austin, TX

1987 Chevrolet Corvette

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

1987 Chevrolet Corvette

Austin, TX

UnscoredInsufficient · 0
$2,99555,532 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

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 · 6
$2,999235,000 mi

Comparison: 6 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
$2,999262,000 mi

Comparison: 9 similar vehicles

Austin, TX

2008 Scion tC Base

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

2008 Scion tC Base

Austin, TX

UnscoredInsufficient · 0
$2,999225,000 mi

Austin, 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

2010 Jeep Grand Cherokee Laredo

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

2010 Jeep Grand Cherokee Laredo

Killeen, TX

UnscoredInsufficient · 4
$3,000234,610 mi

Comparison: 4 similar vehicles

Killeen, TX

2010 Mazda MAZDA5 Sport

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

2010 Mazda MAZDA5 Sport

Killeen, TX

UnscoredInsufficient · 0
$3,000215,237 mi

Killeen, TX

2003 Nissan Altima SL

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

2003 Nissan Altima SL

Austin, TX

UnscoredInsufficient · 0
$3,128159,890 mi

Austin, TX

2010 Mitsubishi Outlander SE

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

2010 Mitsubishi Outlander SE

Killeen, TX

UnscoredInsufficient · 0
$3,450185,299 mi

Killeen, 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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