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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

11,948 listings found

2001 Toyota Camry Solara SE

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

2001 Toyota Camry Solara SE

Palestine, TX

UnscoredInsufficient · 0
$1,972328,747 mi

Palestine, TX

2007 Honda Accord LX

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

2007 Honda Accord LX

Houston, TX

UnscoredLimited · 5
$1,997308,885 mi

Comparison: 5 similar vehicles

Houston, TX

2005 Toyota Camry Solara Sport

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

2005 Toyota Camry Solara Sport

Fort Worth, TX

UnscoredInsufficient · 0
$2,499204,239 mi

Fort Worth, TX

2012 Nissan Altima S

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

2012 Nissan Altima S

Houston, TX

UnscoredLimited · 16
$2,500164,070 mi

Comparison: 16 similar vehicles

Houston, TX

1999 Mercedes-Benz CLK Base

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

1999 Mercedes-Benz CLK Base

Houston, TX

UnscoredInsufficient · 0
$2,500Mileage not verified

Houston, TX

2013 Hyundai Elantra Coupe SE

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

2013 Hyundai Elantra Coupe SE

Houston, TX

UnscoredInsufficient · 0
$2,800112,261 mi

Houston, TX

2003 Honda Accord EX

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

2003 Honda Accord EX

Fort Worth, TX

UnscoredInsufficient · 3
$2,800177,526 mi

Comparison: 3 similar vehicles

Fort Worth, TX

1999 Honda Accord LX

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

1999 Honda Accord LX

El Paso, TX

UnscoredInsufficient · 0
$2,990156,201 mi

El Paso, TX

2011 Hyundai Genesis Coupe Grand Touring

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

2011 Hyundai Genesis Coupe Grand Touring

El Paso, TX

UnscoredInsufficient · 0
$2,995152,092 mi

El Paso, TX

2008 Nissan Altima S

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

2008 Nissan Altima S

Austin, TX

UnscoredLimited · 14
$2,995168,021 mi

Comparison: 14 similar vehicles

Austin, TX

2002 Honda Accord EX Leather

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

2002 Honda Accord EX Leather

Dallas, TX

UnscoredInsufficient · 0
$2,995205,000 mi

Dallas, TX

2011 Nissan Altima S

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

2011 Nissan Altima S

Arlington, TX

UnscoredLimited · 6
$2,999171,047 mi

Comparison: 6 similar vehicles

Arlington, TX

No Photo

2005 Saturn ION 3

Corpus Christi, TX

UnscoredInsufficient · 0
$3,200164,738 mi

Corpus Christi, TX

2008 BMW 3 Series 328i

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

2008 BMW 3 Series 328i

Richardson, TX

UnscoredLimited · 14
$3,263250,423 mi

Comparison: 14 similar vehicles

Richardson, TX

2010 Honda Civic EX

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

2010 Honda Civic EX

Dallas, TX

Salvage title
$3,450148,199 mi

Dallas, TX

2002 Honda Civic DX

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

2002 Honda Civic DX

Houston, TX

UnscoredInsufficient · 0
$3,488225,188 mi

Houston, TX

2005 Toyota Camry Solara Sport

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

2005 Toyota Camry Solara Sport

Houston, TX

UnscoredInsufficient · 0
$3,495196,768 mi

Houston, TX

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

San Antonio, TX

UnscoredLimited · 8
$3,499219,612 mi

Comparison: 8 similar vehicles

San Antonio, TX

2010 Scion tC Base

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

2010 Scion tC Base

Houston, TX

UnscoredInsufficient · 0
$3,500234,000 mi

Houston, 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
$3,500225,000 mi

Austin, TX

2007 Honda Civic EX

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

2007 Honda Civic EX

Dallas, TX

Salvage title
$3,500177,901 mi

Dallas, TX

2007 Honda Civic EX

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

2007 Honda Civic EX

Irving, TX

UnscoredInsufficient · 4
$3,500271,570 mi

Comparison: 4 similar vehicles

Irving, TX

2005 Pontiac Grand Am GT

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

2005 Pontiac Grand Am GT

Houston, TX

UnscoredInsufficient · 0
$3,500102,084 mi

Houston, TX

2001 Toyota Celica GT

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

2001 Toyota Celica GT

Fort Worth, TX

UnscoredInsufficient · 0
$3,500204,419 mi

Fort Worth, TX

2012 BMW 3 Series 328i

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

2012 BMW 3 Series 328i

Euless, TX

UnscoredLimited · 7
$3,550Mileage not verified

Comparison: 7 similar vehicles

Euless, TX

2006 Toyota Camry Solara SE

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

2006 Toyota Camry Solara SE

Dallas, TX

UnscoredInsufficient · 3
$3,750203,111 mi

Comparison: 3 similar vehicles

Dallas, TX

2005 Honda Accord LX-SE

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

2005 Honda Accord LX-SE

Houston, TX

UnscoredInsufficient · 0
$3,900201,268 mi

Houston, TX

2004 Ford Mustang Standard

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

2004 Ford Mustang Standard

Dallas, TX

UnscoredLimited · 5
$3,950180,622 mi

Comparison: 5 similar vehicles

Dallas, 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

Waco, TX

UnscoredModerate · 24
$3,995233,973 mi

Comparison: 24 similar vehicles

Waco, TX

2007 Mitsubishi Eclipse GS

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

2007 Mitsubishi Eclipse GS

Killeen, TX

UnscoredInsufficient · 3
$3,995174,029 mi

Comparison: 3 similar vehicles

Killeen, 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

Houston, TX

UnscoredInsufficient · 4
$3,995151,103 mi

Comparison: 4 similar vehicles

Houston, TX

2000 Honda Civic EX

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

2000 Honda Civic EX

Denton, TX

UnscoredInsufficient · 0
$3,995202,000 mi

Denton, TX

2011 BMW 3 Series 328i

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

2011 BMW 3 Series 328i

Houston, TX

Salvage title
$3,999162,052 mi

Houston, TX

2008 Honda Accord EX-L

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

2008 Honda Accord EX-L

Fort Worth, TX

UnscoredInsufficient · 4
$4,225231,892 mi

Comparison: 4 similar vehicles

Fort Worth, TX

2008 Scion tC Spec Package

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

2008 Scion tC Spec Package

Garland, TX

UnscoredInsufficient · 3
$4,288190,124 mi

Comparison: 3 similar vehicles

Garland, TX

2012 Nissan Altima S

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

2012 Nissan Altima S

Dallas, TX

UnscoredModerate · 32
$4,295156,656 mi

Comparison: 32 similar vehicles

Dallas, TX

2014 Honda Accord EX

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

2014 Honda Accord EX

Katy, TX

UnscoredInsufficient · 3
$4,350227,919 mi

Comparison: 3 similar vehicles

Katy, TX

2006 Honda Accord 3.0 EX

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

2006 Honda Accord 3.0 EX

El Paso, TX

UnscoredInsufficient · 0
$4,350213,875 mi

El Paso, TX

2008 INFINITI G 37 Journey

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

2008 INFINITI G 37 Journey

Houston, TX

UnscoredInsufficient · 3
$4,495182,129 mi

Comparison: 3 similar vehicles

Houston, TX

2007 Honda Civic EX

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

2007 Honda Civic EX

Houston, TX

UnscoredInsufficient · 3
$4,495166,989 mi

Comparison: 3 similar vehicles

Houston, TX

2005 Chevrolet Monte Carlo LT

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

2005 Chevrolet Monte Carlo LT

Austin, TX

UnscoredInsufficient · 0
$4,499140,325 mi

Austin, TX

2013 Nissan Altima Coupe S

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

2013 Nissan Altima Coupe S

Spring, TX

UnscoredLimited · 6
$4,500195,437 mi

Comparison: 6 similar vehicles

Spring, 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

Dallas, TX

UnscoredLimited · 5
$4,500181,785 mi

Comparison: 5 similar vehicles

Dallas, TX

2009 Mercedes-Benz CLK-Class CLK350

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

2009 Mercedes-Benz CLK-Class CLK350

Houston, TX

UnscoredInsufficient · 3
$4,500162,322 mi

Comparison: 3 similar vehicles

Houston, TX

2004 Honda Civic EX

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

2004 Honda Civic EX

Lubbock, TX

UnscoredInsufficient · 0
$4,500156,077 mi

Lubbock, TX

2008 Nissan Altima S

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

2008 Nissan Altima S

Killeen, TX

UnscoredLimited · 17
$4,550132,304 mi

Comparison: 17 similar vehicles

Killeen, TX

2012 Mercedes-Benz E-Class E350

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

2012 Mercedes-Benz E-Class E350

Houston, TX

UnscoredLimited · 10
$4,895147,579 mi

Comparison: 10 similar vehicles

Houston, TX

2012 Mercedes-Benz C-Class C250 Sport

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

2012 Mercedes-Benz C-Class C250 Sport

Dallas, TX

UnscoredLimited · 9
$4,898165,058 mi

Comparison: 9 similar vehicles

Dallas, TX

2007 BMW 3 Series 328xi

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

2007 BMW 3 Series 328xi

El Paso, TX

UnscoredInsufficient · 0
$4,900132,062 mi

El Paso, TX

2002 Mercedes-Benz CLK-Class CLK320

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

2002 Mercedes-Benz CLK-Class CLK320

Houston, TX

UnscoredInsufficient · 0
$4,900118,500 mi

Houston, TX

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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