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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 15, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.7M used·Listings processed daily

Or explore the market

8,037 listings found

2007 Nissan Altima S

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

2007 Nissan Altima S

Sparks, NV

UnscoredInsufficient · 0
$2,500233,835 mi

Sparks, NV

2000 Toyota Avalon XL

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

2000 Toyota Avalon XL

Las Vegas, NV

UnscoredInsufficient · 0
$2,800239,954 mi

Las Vegas, NV

2002 Toyota Corolla CE

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

2002 Toyota Corolla CE

Las Vegas, NV

UnscoredInsufficient · 0
$2,995240,399 mi

Las Vegas, NV

2007 Kia Spectra EX

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

2007 Kia Spectra EX

Las Vegas, NV

UnscoredInsufficient · 0
$3,000144,293 mi

Las Vegas, NV

2002 Honda Civic EX

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

2002 Honda Civic EX

Las Vegas, NV

UnscoredInsufficient · 0
$3,200217,159 mi

Las Vegas, NV

2009 Toyota Corolla LE

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

2009 Toyota Corolla LE

Las Vegas, NV

UnscoredInsufficient · 0
$3,400182,000 mi

Las Vegas, NV

2008 Hyundai Sonata SE

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

2008 Hyundai Sonata SE

Las Vegas, NV

UnscoredInsufficient · 0
$3,400174,699 mi

Las Vegas, NV

2003 Honda Accord EX

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

2003 Honda Accord EX

Las Vegas, NV

UnscoredInsufficient · 0
$3,465224,417 mi

Las Vegas, NV

2007 Saturn Aura XR

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

2007 Saturn Aura XR

Henderson, NV

UnscoredInsufficient · 0
$3,490Mileage not verified

Henderson, NV

2006 Nissan Sentra 1.8 S

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

2006 Nissan Sentra 1.8 S

Las Vegas, NV

UnscoredInsufficient · 0
$3,494125,198 mi

Las Vegas, NV

2016 Nissan Altima S

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

2016 Nissan Altima S

Las Vegas, NV

UnscoredInsufficient · 4
$3,500191,091 mi

Comparison: 4 similar vehicles

Las Vegas, NV

2013 Chrysler 200 Touring

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

2013 Chrysler 200 Touring

Las Vegas, NV

UnscoredInsufficient · 0
$3,500141,848 mi

Las Vegas, NV

2001 BMW 5 Series 525i

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

2001 BMW 5 Series 525i

Sparks, NV

UnscoredInsufficient · 0
$3,500139,783 mi

Sparks, NV

2017 Ford Focus SE

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

2017 Ford Focus SE

Henderson, NV

UnscoredLimited · 7
$3,790116,000 mi

Comparison: 7 similar vehicles

Henderson, NV

2010 Chevrolet Malibu 1LT

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

2010 Chevrolet Malibu 1LT

Henderson, NV

UnscoredInsufficient · 0
$3,79078,000 mi

Henderson, NV

2007 Hyundai Elantra GLS

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

2007 Hyundai Elantra GLS

Carson City, NV

UnscoredInsufficient · 0
$3,823216,817 mi

Carson City, NV

2007 Nissan Versa S

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

2007 Nissan Versa S

Sparks, NV

UnscoredInsufficient · 0
$3,826161,241 mi

Sparks, NV

2006 Toyota Camry LE

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

2006 Toyota Camry LE

Las Vegas, NV

UnscoredInsufficient · 4
$3,965260,338 mi

Comparison: 4 similar vehicles

Las Vegas, NV

2013 Chevrolet Sonic LT

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

2013 Chevrolet Sonic LT

Las Vegas, NV

UnscoredInsufficient · 3
$3,995102,544 mi

Comparison: 3 similar vehicles

Las Vegas, NV

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Pahrump, NV

Salvage title
$3,995110,636 mi

Pahrump, NV

2009 Saturn Aura XE

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

2009 Saturn Aura XE

Las Vegas, NV

UnscoredInsufficient · 0
$3,995168,142 mi

Las Vegas, NV

2007 Mazda MAZDA6 i

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

2007 Mazda MAZDA6 i

Las Vegas, NV

UnscoredInsufficient · 0
$3,995176,294 mi

Las Vegas, NV

2006 Buick LaCrosse CXS

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

2006 Buick LaCrosse CXS

Reno, NV

UnscoredInsufficient · 0
$3,995138,000 mi

Reno, NV

2000 Volvo S80 Base

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

2000 Volvo S80 Base

Las Vegas, NV

UnscoredInsufficient · 0
$3,995143,098 mi

Las Vegas, NV

2013 Kia Optima EX

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

2013 Kia Optima EX

Las Vegas, NV

UnscoredInsufficient · 0
$4,113173,224 mi

Las Vegas, NV

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Las Vegas, NV

UnscoredInsufficient · 0
$4,175194,987 mi

Las Vegas, NV

2015 Kia Forte LX

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

2015 Kia Forte LX

Las Vegas, NV

UnscoredInsufficient · 0
$4,195Mileage not verified

Las Vegas, NV

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

Las Vegas, NV

UnscoredInsufficient · 0
$4,200112,272 mi

Las Vegas, NV

2010 Chrysler 300 Touring

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

2010 Chrysler 300 Touring

Las Vegas, NV

UnscoredInsufficient · 0
$4,200164,285 mi

Las Vegas, NV

2010 Ford Fusion SEL

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

2010 Ford Fusion SEL

Las Vegas, NV

UnscoredInsufficient · 0
$4,200143,082 mi

Las Vegas, NV

2002 Honda Accord EX

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

2002 Honda Accord EX

Sparks, NV

UnscoredInsufficient · 0
$4,326314,077 mi

Sparks, NV

2012 Ford Focus SE

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

2012 Ford Focus SE

Las Vegas, NV

UnscoredInsufficient · 0
$4,400162,899 mi

Las Vegas, NV

2012 Honda Civic LX

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

2012 Honda Civic LX

Las Vegas, NV

UnscoredLimited · 6
$4,449220,841 mi

Comparison: 6 similar vehicles

Las Vegas, NV

2009 Ford Taurus SE

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

2009 Ford Taurus SE

Las Vegas, NV

UnscoredInsufficient · 0
$4,485173,589 mi

Las Vegas, NV

2013 Nissan Versa Sedan S

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

2013 Nissan Versa Sedan S

Las Vegas, NV

UnscoredInsufficient · 0
$4,489163,929 mi

Las Vegas, NV

2006 Honda Accord EX

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

2006 Honda Accord EX

Las Vegas, NV

UnscoredInsufficient · 0
$4,494254,374 mi

Las Vegas, NV

2012 Dodge Avenger SE

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

2012 Dodge Avenger SE

Las Vegas, NV

UnscoredInsufficient · 0
$4,495118,116 mi

Las Vegas, NV

2010 Ford Fusion SE

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

2010 Ford Fusion SE

Las Vegas, NV

UnscoredLimited · 5
$4,499172,266 mi

Comparison: 5 similar vehicles

Las Vegas, NV

2016 Nissan Altima S

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

2016 Nissan Altima S

Las Vegas, NV

UnscoredInsufficient · 4
$4,500183,535 mi

Comparison: 4 similar vehicles

Las Vegas, NV

2012 Chrysler 200 Touring

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

2012 Chrysler 200 Touring

Las Vegas, NV

UnscoredInsufficient · 0
$4,50084,739 mi

Las Vegas, NV

2011 Nissan Altima S

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

2011 Nissan Altima S

Las Vegas, NV

UnscoredInsufficient · 3
$4,500154,199 mi

Comparison: 3 similar vehicles

Las Vegas, NV

2011 Honda Civic EX

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

2011 Honda Civic EX

Las Vegas, NV

UnscoredInsufficient · 0
$4,500191,000 mi

Las Vegas, NV

2009 Saturn Aura XR

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

2009 Saturn Aura XR

Las Vegas, NV

UnscoredInsufficient · 0
$4,500198,464 mi

Las Vegas, NV

2006 Ford Fusion SE

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

2006 Ford Fusion SE

Las Vegas, NV

UnscoredInsufficient · 0
$4,500166,871 mi

Las Vegas, NV

2000 Jaguar XJ Series XJ8

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

2000 Jaguar XJ Series XJ8

Las Vegas, NV

UnscoredInsufficient · 0
$4,500171,634 mi

Las Vegas, NV

2010 Kia Forte SX

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

2010 Kia Forte SX

Las Vegas, NV

UnscoredInsufficient · 0
$4,565166,890 mi

Las Vegas, NV

2008 Acura TL Base

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

2008 Acura TL Base

Las Vegas, NV

UnscoredInsufficient · 0
$4,575176,438 mi

Las Vegas, NV

2006 Honda Civic LX

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

2006 Honda Civic LX

Las Vegas, NV

UnscoredInsufficient · 0
$4,625172,906 mi

Las Vegas, NV

2008 Ford Fusion SE

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

2008 Ford Fusion SE

Las Vegas, NV

UnscoredInsufficient · 0
$4,665210,354 mi

Las Vegas, NV

2013 Subaru Impreza 2.0I Premium

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

2013 Subaru Impreza 2.0I Premium

Las Vegas, NV

UnscoredInsufficient · 0
$4,680201,945 mi

Las Vegas, NV

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 manage their profile, 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, exports, and enhanced merchandising.
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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