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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

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

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

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

UnscoredInsufficient · 4
$2,500239,101 mi

Comparison: 4 similar vehicles

Riverside, CA

1999 Toyota Corolla VE

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

1999 Toyota Corolla VE

San Bernardino, CA

UnscoredInsufficient · 0
$2,500Mileage not verified

San Bernardino, CA

2011 Nissan Sentra S

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

2011 Nissan Sentra S

Riverside, CA

UnscoredInsufficient · 3
$2,700207,185 mi

Comparison: 3 similar vehicles

Riverside, 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

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

2013 Volkswagen Jetta SportWagen SE

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

2013 Volkswagen Jetta SportWagen SE

Costa Mesa, CA

UnscoredInsufficient · 0
$2,950198,331 mi

Costa Mesa, 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

2004 Mercury Monterey Convenience

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

2004 Mercury Monterey Convenience

Bloomington, CA

UnscoredInsufficient · 0
$2,950126,125 mi

Bloomington, CA

2008 Dodge Caliber SE

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

2008 Dodge Caliber SE

Bloomington, CA

UnscoredInsufficient · 0
$2,975Mileage not verified

Bloomington, CA

No Photo

2002 Honda CR-V LX

Bloomington, CA

UnscoredInsufficient · 0
$2,975Mileage not verified

Bloomington, 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

2007 Chevrolet HHR LS

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

2007 Chevrolet HHR LS

Bellflower, CA

UnscoredInsufficient · 0
$2,995Mileage not verified

Bellflower, CA

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Los Angeles, CA

UnscoredInsufficient · 0
$2,995216,198 mi

Los Angeles, CA

2005 Toyota Camry Solara SE

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

2005 Toyota Camry Solara SE

San Bernardino, CA

Salvage title
$2,995236,295 mi

San Bernardino, CA

2003 Toyota Camry LE

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

2003 Toyota Camry LE

Midway City, CA

UnscoredLimited · 5
$2,995202,517 mi

Comparison: 5 similar vehicles

Midway City, CA

2000 Acura TL Base

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

2000 Acura TL Base

West Covina, CA

UnscoredInsufficient · 0
$2,997226,766 mi

West Covina, CA

2000 Honda Odyssey EX

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

2000 Honda Odyssey EX

West Covina, CA

UnscoredInsufficient · 0
$2,997355,000 mi

West Covina, CA

2007 Dodge Caliber SXT

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

2007 Dodge Caliber SXT

Brea, CA

UnscoredInsufficient · 0
$2,999123,000 mi

Brea, CA

2006 Mercury Milan Premier

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

2006 Mercury Milan Premier

Banning, CA

UnscoredInsufficient · 0
$2,999150,000 mi

Banning, CA

2001 Jeep Grand Cherokee LAREDO

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

2001 Jeep Grand Cherokee LAREDO

San Clemente, CA

UnscoredInsufficient · 0
$2,999177,210 mi

San Clemente, CA

2015 Chevrolet Sonic LTZ

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

2015 Chevrolet Sonic LTZ

Los Angeles, CA

UnscoredInsufficient · 0
$3,000111,966 mi

Los Angeles, CA

2003 Lexus ES 300

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

2003 Lexus ES 300

East Los Angeles, CA

UnscoredLimited · 8
$3,000174,800 mi

Comparison: 8 similar vehicles

East Los Angeles, CA

1994 Chevrolet GMT400

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

1994 Chevrolet GMT400

Costa Mesa, CA

UnscoredInsufficient · 0
$3,000160,000 mi

Costa Mesa, CA

2007 Mitsubishi Outlander XLS

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

2007 Mitsubishi Outlander XLS

Pomona, CA

UnscoredInsufficient · 0
$3,100245,567 mi

Pomona, CA

2003 Toyota Highlander Limited

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

2003 Toyota Highlander Limited

Pomona, CA

UnscoredInsufficient · 0
$3,100239,561 mi

Pomona, CA

2014 Chevrolet Spark LS

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

2014 Chevrolet Spark LS

Temecula, CA

UnscoredInsufficient · 3
$3,25080,000 mi

Comparison: 3 similar vehicles

Temecula, CA

2010 Nissan Rogue SL

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

2010 Nissan Rogue SL

East Los Angeles, CA

UnscoredInsufficient · 0
$3,300119,800 mi

East Los Angeles, CA

No Photo

2014 Nissan LEAF S

Fontana, CA

UnscoredInsufficient · 0
$3,33574,134 mi

Fontana, CA

2009 Dodge Grand Caravan SE

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

2009 Dodge Grand Caravan SE

Pomona, CA

UnscoredInsufficient · 0
$3,375113,010 mi

Pomona, CA

1998 Dodge Dakota Base

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

1998 Dodge Dakota Base

Pomona, CA

UnscoredInsufficient · 0
$3,375259,482 mi

Pomona, CA

2006 Dodge Durango Limited

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

2006 Dodge Durango Limited

Pomona, CA

UnscoredInsufficient · 0
$3,400192,978 mi

Pomona, CA

2002 Saturn S-Series SC2

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

2002 Saturn S-Series SC2

East Los Angeles, CA

UnscoredInsufficient · 0
$3,40068,890 mi

East Los Angeles, CA

2003 Cadillac CTS Base

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

2003 Cadillac CTS Base

Fontana, CA

UnscoredInsufficient · 0
$3,467172,578 mi

Fontana, CA

2014 Chevrolet Cruze 1LT

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

2014 Chevrolet Cruze 1LT

Pomona, CA

UnscoredLimited · 7
$3,475150,427 mi

Comparison: 7 similar vehicles

Pomona, CA

2012 Ford Focus SEL

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

2012 Ford Focus SEL

Rancho Cucamonga, CA

UnscoredInsufficient · 4
$3,478205,732 mi

Comparison: 4 similar vehicles

Rancho Cucamonga, CA

2011 Nissan LEAF SL

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

2011 Nissan LEAF SL

West Carson, CA

UnscoredInsufficient · 3
$3,490168,038 mi

Comparison: 3 similar vehicles

West Carson, CA

2005 Mazda MAZDA3 S

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

2005 Mazda MAZDA3 S

Covina, CA

UnscoredInsufficient · 0
$3,490121,720 mi

Covina, CA

2016 Nissan Versa Sedan S

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

2016 Nissan Versa Sedan S

Whittier, CA

UnscoredInsufficient · 3
$3,495129,564 mi

Comparison: 3 similar vehicles

Whittier, CA

2013 Kia Soul Base

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

2013 Kia Soul Base

Pasadena, CA

UnscoredLimited · 6
$3,495182,150 mi

Comparison: 6 similar vehicles

Pasadena, CA

2007 Cadillac CTS 3.6

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

2007 Cadillac CTS 3.6

Whittier, CA

UnscoredInsufficient · 0
$3,49595,563 mi

Whittier, CA

2005 Honda Accord LX

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

2005 Honda Accord LX

Pasadena, CA

UnscoredInsufficient · 4
$3,495153,275 mi

Comparison: 4 similar vehicles

Pasadena, CA

2001 Toyota Echo Base

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

2001 Toyota Echo Base

Placentia, CA

UnscoredInsufficient · 0
$3,495232,738 mi

Placentia, CA

2002 Chevrolet Suburban LS

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

2002 Chevrolet Suburban LS

San Bernardino, CA

UnscoredInsufficient · 0
$3,499199,899 mi

San Bernardino, CA

2017 Toyota Mirai

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

2017 Toyota Mirai

Los Angeles, CA

UnscoredLimited · 5
$3,50091,131 mi

Comparison: 5 similar vehicles

Los Angeles, 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. 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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