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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 15, 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

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

2003 Toyota Echo Base

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

2003 Toyota Echo Base

Santa Clarita, CA

UnscoredInsufficient · 0
$1,290201,717 mi

Santa Clarita, 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

2002 Acura TL Base

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

2002 Acura TL Base

Los Angeles, CA

Salvage title
$1,888202,110 mi

Los Angeles, 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

2005 Cadillac CTS 3.6

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

2005 Cadillac CTS 3.6

Santa Clarita, CA

UnscoredInsufficient · 0
$1,990127,466 mi

Santa Clarita, CA

2002 Honda CR-V EX

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

2002 Honda CR-V EX

Santa Clarita, CA

UnscoredInsufficient · 0
$1,990226,588 mi

Santa Clarita, CA

1997 Chevrolet S-10 LS

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

1997 Chevrolet S-10 LS

Santa Clarita, CA

UnscoredInsufficient · 0
$1,990150,824 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

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

Los Angeles, CA

UnscoredInsufficient · 0
$1,999141,950 mi

Los Angeles, 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

UnscoredLimited · 8
$2,290170,754 mi

Comparison: 8 similar vehicles

Santa Clarita, CA

2003 Hyundai XG350 L

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

2003 Hyundai XG350 L

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290177,473 mi

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

1999 Mercury Grand Marquis LS

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

1999 Mercury Grand Marquis LS

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290126,029 mi

Santa Clarita, 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

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

UnscoredLimited · 19
$2,490130,927 mi

Comparison: 19 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

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

2001 Honda Accord LX

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

2001 Honda Accord LX

Los Angeles, CA

UnscoredInsufficient · 0
$2,499316,017 mi

Los Angeles, CA

1999 Chevrolet Prizm LSI

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

1999 Chevrolet Prizm LSI

Los Angeles, CA

UnscoredInsufficient · 0
$2,499171,364 mi

Los Angeles, 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

2005 Dodge Grand Caravan SE

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

2005 Dodge Grand Caravan SE

Santa Clarita, CA

UnscoredInsufficient · 0
$2,690174,542 mi

Santa Clarita, CA

2005 Nissan Sentra 1.8 S

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

2005 Nissan Sentra 1.8 S

Santa Clarita, CA

UnscoredInsufficient · 0
$2,690157,087 mi

Santa Clarita, CA

2005 Pontiac Vibe Base

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

2005 Pontiac Vibe Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,690222,425 mi

Santa Clarita, CA

2003 Mercedes-Benz E-Class E320

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

2003 Mercedes-Benz E-Class E320

Santa Clarita, CA

UnscoredInsufficient · 4
$2,690231,885 mi

Comparison: 4 similar vehicles

Santa Clarita, CA

2002 Saturn VUE Base

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

2002 Saturn VUE Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,690151,300 mi

Santa Clarita, CA

2014 Toyota Prius Three

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

2014 Toyota Prius Three

Placentia, CA

UnscoredLimited · 14
$2,725307,024 mi

Comparison: 14 similar vehicles

Placentia, CA

2001 Honda Accord LX

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

2001 Honda Accord LX

Pomona, CA

UnscoredInsufficient · 0
$2,775269,107 mi

Pomona, CA

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Los Angeles, CA

UnscoredInsufficient · 0
$2,799260,123 mi

Los Angeles, CA

2004 Toyota Camry XLE V6

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

2004 Toyota Camry XLE V6

Los Angeles, CA

UnscoredInsufficient · 0
$2,799256,453 mi

Los Angeles, CA

2005 Acura RL Base

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

2005 Acura RL Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,880230,421 mi

Santa Clarita, CA

2011 Dodge Caliber Mainstreet

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

2011 Dodge Caliber Mainstreet

Ventura, CA

UnscoredInsufficient · 0
$2,888158,000 mi

Ventura, CA

2015 Nissan Sentra S

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

2015 Nissan Sentra S

Pomona, CA

UnscoredInsufficient · 4
$2,900194,125 mi

Comparison: 4 similar vehicles

Pomona, CA

2007 Ford Focus ZX4 SES

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

2007 Ford Focus ZX4 SES

East Los Angeles, CA

UnscoredInsufficient · 0
$2,900142,400 mi

East Los Angeles, CA

2006 Mazda MAZDA3 S

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

2006 Mazda MAZDA3 S

Pomona, CA

UnscoredInsufficient · 0
$2,900206,501 mi

Pomona, CA

2004 Ford F-350 SD Chassis Cab

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

2004 Ford F-350 SD Chassis Cab

Midway City, CA

UnscoredInsufficient · 0
$2,900146,000 mi

Midway City, CA

2013 Chevrolet Sonic LS

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

2013 Chevrolet Sonic LS

Los Angeles, CA

UnscoredInsufficient · 0
$2,950113,933 mi

Los Angeles, CA

2007 Chevrolet Cobalt LS

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

2007 Chevrolet Cobalt LS

Los Angeles, CA

UnscoredInsufficient · 0
$2,950185,145 mi

Los Angeles, CA

2005 Lexus ES 330

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

2005 Lexus ES 330

Canyon Country, CA

UnscoredInsufficient · 3
$2,975Mileage not verified

Comparison: 3 similar vehicles

Canyon Country, CA

2011 Subaru Impreza 2.5i Premium

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

2011 Subaru Impreza 2.5i Premium

Bellflower, CA

UnscoredInsufficient · 0
$2,988211,943 mi

Bellflower, CA

2011 Honda Civic EX

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

2011 Honda Civic EX

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990280,782 mi

Santa Clarita, CA

2010 Volkswagen Jetta Limited Edition

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

2010 Volkswagen Jetta Limited Edition

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990224,885 mi

Santa Clarita, CA

2008 Chevrolet Impala LT

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

2008 Chevrolet Impala LT

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990194,320 mi

Santa Clarita, CA

2007 GMC Acadia SLT2

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

2007 GMC Acadia SLT2

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990147,032 mi

Santa Clarita, CA

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990199,145 mi

Santa Clarita, CA

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, and mileage is not used to select comparables or adjust comparable prices, but acts as a reliability check on used vehicles — OAV withholds a verdict when mileage is very high or unreliable, or when a lower price is better explained by higher-than-typical mileage than by a genuine market discount. 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 verdict thresholds are published, thin evidence means Unscored, and dealers cannot pay to change an OAV.io verdict, its eligibility or a listing's placement on OAV.io.

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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