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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

16,946 listings found

2004 Toyota Avalon XLS

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

2004 Toyota Avalon XLS

San Leandro, CA

UnscoredInsufficient · 0
$1,999199,449 mi

San Leandro, CA

2003 Ford Taurus SES

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

2003 Ford Taurus SES

Livermore, CA

UnscoredInsufficient · 0
$2,395210,107 mi

Livermore, CA

2005 Hyundai Elantra GLS

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

2005 Hyundai Elantra GLS

Alamo, CA

UnscoredInsufficient · 0
$2,495155,968 mi

Alamo, CA

2000 Nissan Maxima GLE

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

2000 Nissan Maxima GLE

Fremont, CA

UnscoredInsufficient · 0
$2,495344,051 mi

Fremont, CA

2007 Nissan Sentra 2.0

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

2007 Nissan Sentra 2.0

Fremont, CA

UnscoredInsufficient · 0
$2,500302,098 mi

Fremont, CA

2004 Mercedes-Benz C-Class C240

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

2004 Mercedes-Benz C-Class C240

Santa Rosa, CA

UnscoredInsufficient · 0
$2,500140,087 mi

Santa Rosa, CA

2002 Saturn L-Series L200

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

2002 Saturn L-Series L200

Fremont, CA

UnscoredInsufficient · 0
$2,500140,871 mi

Fremont, CA

2001 Mitsubishi Mirage ES

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

2001 Mitsubishi Mirage ES

Castro Valley, CA

UnscoredInsufficient · 0
$2,650123,478 mi

Castro Valley, CA

2001 Honda Accord EX Leather

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

2001 Honda Accord EX Leather

Fremont, CA

UnscoredLimited · 7
$2,795261,010 mi

Comparison: 7 similar vehicles

Fremont, CA

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Hayward, CA

UnscoredLimited · 9
$2,900269,094 mi

Comparison: 9 similar vehicles

Hayward, CA

2008 Honda Civic LX

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

2008 Honda Civic LX

Hayward, CA

UnscoredLimited · 12
$2,900315,362 mi

Comparison: 12 similar vehicles

Hayward, CA

2004 Toyota Corolla CE

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

2004 Toyota Corolla CE

Santa Rosa, CA

UnscoredInsufficient · 4
$2,955187,246 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

2011 Dodge Avenger Express

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

2011 Dodge Avenger Express

Fremont, CA

UnscoredInsufficient · 0
$2,995220,518 mi

Fremont, CA

2009 Hyundai Elantra SE

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

2009 Hyundai Elantra SE

Alamo, CA

UnscoredInsufficient · 0
$2,995174,499 mi

Alamo, CA

2009 Volkswagen Jetta S

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

2009 Volkswagen Jetta S

Santa Rosa, CA

UnscoredInsufficient · 4
$2,999163,427 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

2017 Toyota Mirai

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

2017 Toyota Mirai

Santa Rosa, CA

UnscoredInsufficient · 0
$3,00058,505 mi

Santa Rosa, CA

2000 Honda Accord EX

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

2000 Honda Accord EX

Fremont, CA

UnscoredInsufficient · 0
$3,000160,094 mi

Fremont, CA

2003 Toyota Camry LE V6

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

2003 Toyota Camry LE V6

Santa Rosa, CA

UnscoredInsufficient · 0
$3,150218,555 mi

Santa Rosa, CA

2004 Lexus ES 330

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

2004 Lexus ES 330

Fremont, CA

UnscoredLimited · 7
$3,200203,222 mi

Comparison: 7 similar vehicles

Fremont, CA

2006 Honda Accord EX

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

2006 Honda Accord EX

Fremont, CA

UnscoredLimited · 5
$3,295284,121 mi

Comparison: 5 similar vehicles

Fremont, CA

2003 Honda Accord EX

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

2003 Honda Accord EX

Santa Rosa, CA

UnscoredInsufficient · 0
$3,300229,240 mi

Santa Rosa, CA

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Fremont, CA

UnscoredInsufficient · 3
$3,495109,470 mi

Comparison: 3 similar vehicles

Fremont, CA

2010 Lincoln MKS Base

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

2010 Lincoln MKS Base

Fremont, CA

UnscoredInsufficient · 0
$3,495215,672 mi

Fremont, CA

2006 Chrysler Sebring Base

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

2006 Chrysler Sebring Base

Hayward, CA

UnscoredInsufficient · 0
$3,499151,076 mi

Hayward, CA

2006 BMW 3 Series 330i

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

2006 BMW 3 Series 330i

Tracy, CA

UnscoredInsufficient · 3
$3,499139,293 mi

Comparison: 3 similar vehicles

Tracy, CA

2012 Nissan Sentra SR

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

2012 Nissan Sentra SR

Richmond, CA

UnscoredInsufficient · 4
$3,500146,161 mi

Comparison: 4 similar vehicles

Richmond, CA

2005 Mercury Grand Marquis LS

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

2005 Mercury Grand Marquis LS

Fremont, CA

UnscoredInsufficient · 0
$3,500189,418 mi

Fremont, CA

2004 BMW 3 Series 325

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

2004 BMW 3 Series 325

Fremont, CA

UnscoredInsufficient · 3
$3,500143,456 mi

Comparison: 3 similar vehicles

Fremont, CA

2003 Mitsubishi Lancer ES

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

2003 Mitsubishi Lancer ES

Hayward, CA

UnscoredInsufficient · 0
$3,500147,000 mi

Hayward, CA

2002 Lexus ES 300

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

2002 Lexus ES 300

Santa Rosa, CA

UnscoredLimited · 10
$3,500185,902 mi

Comparison: 10 similar vehicles

Santa Rosa, CA

2000 Volvo S70 GLT

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

2000 Volvo S70 GLT

Fairfield, CA

UnscoredInsufficient · 0
$3,500139,730 mi

Fairfield, CA

2006 Toyota Corolla S

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

2006 Toyota Corolla S

Santa Rosa, CA

UnscoredInsufficient · 0
$3,555195,897 mi

Santa Rosa, CA

2004 Toyota Corolla CE

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

2004 Toyota Corolla CE

Fremont, CA

UnscoredInsufficient · 4
$3,600170,000 mi

Comparison: 4 similar vehicles

Fremont, CA

2011 Nissan Altima S

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

2011 Nissan Altima S

Santa Rosa, CA

UnscoredLimited · 7
$3,699155,060 mi

Comparison: 7 similar vehicles

Santa Rosa, CA

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Hayward, CA

UnscoredLimited · 7
$3,800202,000 mi

Comparison: 7 similar vehicles

Hayward, CA

1998 Honda Accord LX

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

1998 Honda Accord LX

Santa Rosa, CA

UnscoredInsufficient · 0
$3,800219,000 mi

Santa Rosa, CA

2004 Honda Accord EX

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

2004 Honda Accord EX

San Rafael, CA

UnscoredLimited · 7
$3,821213,967 mi

Comparison: 7 similar vehicles

San Rafael, CA

2014 Chevrolet Impala 1FL

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

2014 Chevrolet Impala 1FL

Hayward, CA

UnscoredInsufficient · 0
$3,900160,440 mi

Hayward, CA

2011 Audi A4 Premium

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

2011 Audi A4 Premium

San Leandro, CA

UnscoredLimited · 7
$3,900239,000 mi

Comparison: 7 similar vehicles

San Leandro, CA

2010 Acura TL Technology Package

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

2010 Acura TL Technology Package

Newark, CA

UnscoredInsufficient · 0
$3,900198,929 mi

Newark, CA

2004 Mercedes-Benz C-Class C240 4Matic

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

2004 Mercedes-Benz C-Class C240 4Matic

Newark, CA

UnscoredInsufficient · 0
$3,900165,600 mi

Newark, CA

2002 Toyota Camry XLE V6

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

2002 Toyota Camry XLE V6

Hayward, CA

UnscoredInsufficient · 0
$3,900157,956 mi

Hayward, CA

2001 Honda Civic LX

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

2001 Honda Civic LX

Antioch, CA

UnscoredInsufficient · 0
$3,900182,725 mi

Antioch, CA

2014 Ford Focus S

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

2014 Ford Focus S

Redwood City, CA

UnscoredInsufficient · 0
$3,950168,033 mi

Redwood City, CA

2007 Toyota Camry Hybrid

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

2007 Toyota Camry Hybrid

Redwood City, CA

UnscoredLimited · 6
$3,950230,984 mi

Comparison: 6 similar vehicles

Redwood City, CA

1999 Toyota Camry XLE

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

1999 Toyota Camry XLE

Newark, CA

UnscoredInsufficient · 0
$3,950122,843 mi

Newark, CA

2009 Toyota Corolla LE

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

2009 Toyota Corolla LE

San Jose, CA

UnscoredLimited · 10
$3,975177,410 mi

Comparison: 10 similar vehicles

San Jose, CA

2016 Volkswagen Jetta S

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

2016 Volkswagen Jetta S

Santa Rosa, CA

UnscoredLimited · 8
$3,987181,271 mi

Comparison: 8 similar vehicles

Santa Rosa, CA

2012 Volkswagen CC Sport

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

2012 Volkswagen CC Sport

Santa Rosa, CA

UnscoredInsufficient · 4
$3,990189,877 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

2013 Chevrolet Impala LTZ

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

2013 Chevrolet Impala LTZ

Livermore, CA

UnscoredInsufficient · 0
$3,995195,224 mi

Livermore, CA

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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