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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 29, 2026

6M+

Unique vehicles analyzed

as of October 29, 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

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

2000 Nissan Xterra

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

2000 Nissan Xterra

San Diego, CA

UnscoredInsufficient · 0
$1,850189,148 mi

San Diego, CA

2003 Chevrolet Cavalier Base

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

2003 Chevrolet Cavalier Base

Santa Clarita, CA

UnscoredInsufficient · 0
$1,880175,946 mi

Santa Clarita, CA

2011 Nissan LEAF SL

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

2011 Nissan LEAF SL

Newark, CA

UnscoredInsufficient · 4
$1,90073,246 mi

Comparison: 4 similar vehicles

Newark, CA

2004 Ford Expedition Eddie Bauer

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

2004 Ford Expedition Eddie Bauer

Riverside, CA

Unscored
$1,900239,101 mi

Comparison: 5 similar vehicles

Riverside, CA

1996 Toyota Camry

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

1996 Toyota Camry

Elk Grove, CA

UnscoredInsufficient · 0
$1,970220,586 mi

Elk Grove, CA

2010 Chevrolet Impala LT

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

2010 Chevrolet Impala LT

Santa Clarita, CA

UnscoredInsufficient · 0
$1,990177,256 mi

Santa Clarita, CA

2001 Volvo V70 2.4M

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

2001 Volvo V70 2.4M

Santa Clarita, CA

UnscoredInsufficient · 0
$1,990161,831 mi

Santa Clarita, CA

2002 Ford Explorer Eddie Bauer

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

2002 Ford Explorer Eddie Bauer

Canyon Country, CA

UnscoredInsufficient · 0
$1,995186,651 mi

Canyon Country, CA

2010 Lincoln MKX Base

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

2010 Lincoln MKX Base

Los Angeles, CA

UnscoredInsufficient · 0
$1,999287,233 mi

Los Angeles, CA

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

1997 Toyota Camry LE

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

1997 Toyota Camry LE

Los Angeles, CA

UnscoredInsufficient · 0
$2,000230,010 mi

Los Angeles, CA

1995 Saturn SL1

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

1995 Saturn SL1

Sacramento, CA

UnscoredInsufficient · 0
$2,000171,757 mi

Sacramento, CA

2002 Ford Expedition Eddie Bauer

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

2002 Ford Expedition Eddie Bauer

Livermore, CA

UnscoredInsufficient · 0
$2,195237,822 mi

Livermore, CA

2003 Dodge Grand Caravan SE

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

2003 Dodge Grand Caravan SE

Fremont, CA

UnscoredInsufficient · 0
$2,200296,157 mi

Fremont, CA

2000 Saturn L-Series Base

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

2000 Saturn L-Series Base

Stockton, CA

UnscoredInsufficient · 0
$2,200211,157 mi

Stockton, CA

2007 Volkswagen Passat 2.0T

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

2007 Volkswagen Passat 2.0T

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290119,550 mi

Santa Clarita, CA

2006 Audi A3 Base

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

2006 Audi A3 Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290143,352 mi

Santa Clarita, CA

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

Santa Clarita, CA

Unscored
$2,290170,754 mi

Comparison: 7 similar vehicles

Santa Clarita, CA

2002 Mercury Mountaineer Base

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

2002 Mercury Mountaineer Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290217,005 mi

Santa Clarita, CA

2001 Dodge Durango SLT

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

2001 Dodge Durango SLT

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290164,297 mi

Santa Clarita, CA

2000 Chrysler 300M Base

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

2000 Chrysler 300M Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290140,006 mi

Santa Clarita, CA

2007 Kia Sportage EX

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

2007 Kia Sportage EX

Roseville, CA

UnscoredInsufficient · 0
$2,300196,896 mi

Roseville, CA

2003 BMW 3 Series 325

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

2003 BMW 3 Series 325

Roseville, CA

UnscoredInsufficient · 0
$2,300234,251 mi

Roseville, CA

2002 Kia Sedona EX

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

2002 Kia Sedona EX

Pomona, CA

UnscoredInsufficient · 0
$2,350157,705 mi

Pomona, CA

1999 Lincoln Navigator Base

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

1999 Lincoln Navigator Base

Modesto, CA

UnscoredInsufficient · 0
$2,350183,332 mi

Modesto, 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

1998 Toyota Avalon XLS

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

1998 Toyota Avalon XLS

Roseville, CA

UnscoredInsufficient · 0
$2,450258,866 mi

Roseville, CA

2013 Ford Focus SE

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

2013 Ford Focus SE

Santa Clarita, CA

Unscored
$2,490130,927 mi

Comparison: 20 similar vehicles

Santa Clarita, CA

2010 Mitsubishi Galant FE

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

2010 Mitsubishi Galant FE

Santa Clarita, CA

UnscoredInsufficient · 0
$2,490191,011 mi

Santa Clarita, CA

2008 Ford Focus SE

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

2008 Ford Focus SE

Santa Clarita, CA

UnscoredInsufficient · 0
$2,490174,454 mi

Santa Clarita, CA

2006 Chrysler PT Cruiser Base

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

2006 Chrysler PT Cruiser Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,490147,412 mi

Santa Clarita, CA

2006 Audi A4 Base

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

2006 Audi A4 Base

Santa Clarita, CA

UnscoredInsufficient · 3
$2,49083,535 mi

Comparison: 3 similar vehicles

Santa Clarita, CA

2002 Mercedes-Benz C-Class C230 Kompressor

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

2002 Mercedes-Benz C-Class C230 Kompressor

Santa Clarita, CA

UnscoredInsufficient · 0
$2,490106,711 mi

Santa Clarita, CA

2001 Volkswagen New Beetle GL

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

2001 Volkswagen New Beetle GL

Santa Clarita, CA

UnscoredInsufficient · 0
$2,490117,187 mi

Santa Clarita, CA

1995 Ford Explorer XL

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

1995 Ford Explorer XL

Santa Clarita, CA

UnscoredInsufficient · 0
$2,490201,994 mi

Santa Clarita, CA

2013 Hyundai Accent SE

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

2013 Hyundai Accent SE

Fremont, CA

UnscoredInsufficient · 0
$2,495186,896 mi

Fremont, CA

2011 Nissan LEAF SL

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

2011 Nissan LEAF SL

Alamo, CA

UnscoredInsufficient · 3
$2,49582,576 mi

Comparison: 3 similar vehicles

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

2012 Nissan Versa SV

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

2012 Nissan Versa SV

Sacramento, CA

UnscoredInsufficient · 4
$2,500217,788 mi

Comparison: 4 similar vehicles

Sacramento, CA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Los Angeles, CA

UnscoredInsufficient · 0
$2,500183,150 mi

Los Angeles, CA

2007 Honda Accord 3.0 EX

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

2007 Honda Accord 3.0 EX

Tracy, CA

Unscored
$2,500214,592 mi

Comparison: 7 similar vehicles

Tracy, 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

2007 Hyundai Sonata SE

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

2007 Hyundai Sonata SE

San Bernardino, CA

UnscoredInsufficient · 0
$2,500225,846 mi

San Bernardino, CA

2006 BMW X3 3.0i

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

2006 BMW X3 3.0i

Victorville, CA

Unscored
$2,500186,976 mi

Comparison: 5 similar vehicles

Victorville, 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

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Sacramento, CA

UnscoredInsufficient · 0
$2,500334,834 mi

Sacramento, 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 Ford Explorer XLT

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

2001 Ford Explorer XLT

Oakland, CA

UnscoredInsufficient · 0
$2,500251,536 mi

Oakland, CA

2000 Honda Accord EX

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

2000 Honda Accord EX

Fresno, CA

UnscoredInsufficient · 0
$2,500104,256 mi

Fresno, CA

1999 Ford F-150 LARIAT

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

1999 Ford F-150 LARIAT

Sacramento, CA

UnscoredInsufficient · 0
$2,500176,971 mi

Sacramento, 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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