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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

44,056 listings found

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

2009 Volvo S40 2.4i

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

2009 Volvo S40 2.4i

La Mesa, CA

UnscoredInsufficient · 0
$2,850163,203 mi

La Mesa, CA

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

San Diego, CA

UnscoredInsufficient · 3
$2,995139,136 mi

Comparison: 3 similar vehicles

San Diego, CA

2012 FIAT 500 Sport

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

2012 FIAT 500 Sport

National City, CA

UnscoredInsufficient · 4
$2,999155,046 mi

Comparison: 4 similar vehicles

National City, CA

2006 Scion xA Base

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

2006 Scion xA Base

National City, CA

UnscoredInsufficient · 0
$2,999214,893 mi

National City, 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

Lemon Grove, CA

UnscoredInsufficient · 0
$3,339268,503 mi

Lemon Grove, CA

2008 Volkswagen Jetta Wolfsburg Edition

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

2008 Volkswagen Jetta Wolfsburg Edition

National City, CA

UnscoredInsufficient · 0
$3,499133,694 mi

National City, CA

2016 Ford Focus SE

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

2016 Ford Focus SE

Lemon Grove, CA

UnscoredInsufficient · 3
$3,500160,000 mi

Comparison: 3 similar vehicles

Lemon Grove, CA

2008 Chrysler PT Cruiser Touring Edition

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

2008 Chrysler PT Cruiser Touring Edition

National City, CA

UnscoredInsufficient · 0
$3,500150,509 mi

National City, CA

2008 Nissan Versa S

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

2008 Nissan Versa S

National City, CA

UnscoredInsufficient · 0
$3,500136,944 mi

National City, CA

2007 Kia Sorento LX

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

2007 Kia Sorento LX

National City, CA

UnscoredInsufficient · 0
$3,500167,092 mi

National City, CA

2005 Toyota Matrix

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

2005 Toyota Matrix

National City, CA

UnscoredInsufficient · 0
$3,500158,809 mi

National City, CA

2005 Mitsubishi Galant ES

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

2005 Mitsubishi Galant ES

National City, CA

UnscoredInsufficient · 0
$3,500180,113 mi

National City, CA

2004 Subaru Outback H6

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

2004 Subaru Outback H6

Lemon Grove, CA

UnscoredInsufficient · 0
$3,500191,000 mi

Lemon Grove, CA

2004 Toyota Highlander Limited

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

2004 Toyota Highlander Limited

National City, CA

UnscoredInsufficient · 0
$3,500189,926 mi

National City, CA

2004 BMW 5 Series 525i

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

2004 BMW 5 Series 525i

National City, CA

UnscoredInsufficient · 0
$3,500159,369 mi

National City, CA

2003 Honda Odyssey EX

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

2003 Honda Odyssey EX

National City, CA

UnscoredInsufficient · 0
$3,500162,472 mi

National City, CA

2000 BMW 3 Series Base

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

2000 BMW 3 Series Base

San Marcos, CA

UnscoredInsufficient · 0
$3,500157,000 mi

San Marcos, CA

1998 Mercury Mountaineer Base

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

1998 Mercury Mountaineer Base

San Marcos, CA

UnscoredInsufficient · 0
$3,500144,000 mi

San Marcos, CA

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

San Diego, CA

UnscoredInsufficient · 3
$3,700172,000 mi

Comparison: 3 similar vehicles

San Diego, CA

2006 Nissan Altima S

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

2006 Nissan Altima S

Chula Vista, CA

UnscoredInsufficient · 0
$3,830171,941 mi

Chula Vista, CA

2018 Toyota Mirai

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

2018 Toyota Mirai

Lemon Grove, CA

UnscoredLimited · 9
$3,83957,539 mi

Comparison: 9 similar vehicles

Lemon Grove, CA

2005 Volvo V50 T5

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

2005 Volvo V50 T5

Lemon Grove, CA

UnscoredInsufficient · 0
$3,839122,663 mi

Lemon Grove, CA

1984 Mercedes-Benz 500

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

1984 Mercedes-Benz 500

San Marcos, CA

UnscoredInsufficient · 0
$3,9009,000 mi

San Marcos, CA

2014 Volkswagen Jetta S

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

2014 Volkswagen Jetta S

San Diego, CA

UnscoredInsufficient · 3
$3,950Mileage not verified

Comparison: 3 similar vehicles

San Diego, CA

2012 Volkswagen Tiguan S

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

2012 Volkswagen Tiguan S

San Diego, CA

UnscoredLimited · 8
$3,950Mileage not verified

Comparison: 8 similar vehicles

San Diego, CA

1999 Chrysler LHS Base

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

1999 Chrysler LHS Base

San Diego, CA

UnscoredInsufficient · 0
$3,950120,512 mi

San Diego, CA

2004 Honda Accord LX

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

2004 Honda Accord LX

Lakeside, CA

Salvage title
$3,975201,153 mi

Lakeside, CA

2001 Lexus RX 300

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

2001 Lexus RX 300

Oceanside, CA

UnscoredInsufficient · 0
$3,990192,496 mi

Oceanside, CA

2016 Kia Forte LX

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

2016 Kia Forte LX

Ramona, CA

UnscoredInsufficient · 4
$3,99592,760 mi

Comparison: 4 similar vehicles

Ramona, CA

2013 Chevrolet Sonic LTZ

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

2013 Chevrolet Sonic LTZ

National City, CA

UnscoredInsufficient · 0
$3,995138,046 mi

National City, CA

2012 Volkswagen Passat SE

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

2012 Volkswagen Passat SE

Lemon Grove, CA

UnscoredInsufficient · 3
$3,995219,000 mi

Comparison: 3 similar vehicles

Lemon Grove, CA

2011 Nissan LEAF SL

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

2011 Nissan LEAF SL

National City, CA

UnscoredInsufficient · 4
$3,99560,953 mi

Comparison: 4 similar vehicles

National City, CA

2010 Toyota Camry Hybrid

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

2010 Toyota Camry Hybrid

Vista, CA

UnscoredInsufficient · 0
$3,995Mileage not verified

Vista, CA

2002 Subaru Forester S

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

2002 Subaru Forester S

San Diego, CA

UnscoredInsufficient · 0
$3,995165,591 mi

San Diego, CA

2002 INFINITI I35 Luxury

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

2002 INFINITI I35 Luxury

Escondido, CA

UnscoredInsufficient · 0
$3,995128,465 mi

Escondido, CA

2014 Nissan Sentra SL

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

2014 Nissan Sentra SL

National City, CA

UnscoredInsufficient · 0
$3,999180,118 mi

National City, CA

2014 Nissan Versa Note SV

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

2014 Nissan Versa Note SV

National City, CA

UnscoredLimited · 7
$3,999136,892 mi

Comparison: 7 similar vehicles

National City, CA

2013 Ford Focus SE

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

2013 Ford Focus SE

National City, CA

UnscoredLimited · 6
$3,999174,638 mi

Comparison: 6 similar vehicles

National City, CA

2011 Dodge Caliber Heat

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

2011 Dodge Caliber Heat

National City, CA

UnscoredInsufficient · 0
$3,999136,932 mi

National City, CA

2010 Scion xB Base

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

2010 Scion xB Base

National City, CA

UnscoredInsufficient · 0
$3,999189,883 mi

National City, CA

2009 Chevrolet Aveo5 1LS

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

2009 Chevrolet Aveo5 1LS

National City, CA

UnscoredInsufficient · 0
$3,99996,897 mi

National City, CA

2008 Chevrolet HHR LT

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

2008 Chevrolet HHR LT

National City, CA

UnscoredInsufficient · 0
$3,999131,973 mi

National City, CA

2005 Chevrolet Suburban LS

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

2005 Chevrolet Suburban LS

National City, CA

UnscoredInsufficient · 0
$3,999150,269 mi

National City, CA

2002 Toyota Camry LE

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

2002 Toyota Camry LE

National City, CA

UnscoredInsufficient · 3
$3,999165,276 mi

Comparison: 3 similar vehicles

National City, CA

2015 Ford Focus S

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

2015 Ford Focus S

National City, CA

UnscoredInsufficient · 0
$4,000159,465 mi

National City, CA

2012 Ford Flex SE

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

2012 Ford Flex SE

San Diego, CA

UnscoredInsufficient · 0
$4,000205,760 mi

San Diego, CA

2004 Acura TL Base

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

2004 Acura TL Base

National City, CA

UnscoredInsufficient · 3
$4,000159,901 mi

Comparison: 3 similar vehicles

National City, CA

2007 Hyundai Tucson Limited

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

2007 Hyundai Tucson Limited

Escondido, CA

UnscoredInsufficient · 0
$4,065162,994 mi

Escondido, CA

2012 GMC Terrain SLE-1

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

2012 GMC Terrain SLE-1

National City, CA

UnscoredInsufficient · 0
$4,117104,013 mi

National City, 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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