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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)

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

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

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

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

2008 Chevrolet Cobalt LT

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

2008 Chevrolet Cobalt LT

San Bernardino, CA

UnscoredInsufficient · 0
$2,590150,029 mi

San Bernardino, 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

Unscored
$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

2003 Ford Expedition Eddie Bauer

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

2003 Ford Expedition Eddie Bauer

Pomona, CA

UnscoredInsufficient · 3
$2,895206,501 mi

Comparison: 3 similar vehicles

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

Unscored
$2,900194,125 mi

Comparison: 8 similar vehicles

Pomona, 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

1999 GMC Sierra SLE

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

1999 GMC Sierra SLE

Pomona, CA

UnscoredInsufficient · 0
$2,900368,258 mi

Pomona, 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

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

2000 Jeep Grand Cherokee LAREDO

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

2000 Jeep Grand Cherokee LAREDO

Pomona, CA

UnscoredInsufficient · 0
$2,975236,873 mi

Pomona, 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

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

2008 Hyundai Elantra GLS

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

2008 Hyundai Elantra GLS

Brea, CA

UnscoredInsufficient · 0
$2,999125,095 mi

Brea, 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

2005 Hyundai Santa Fe GLS

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

2005 Hyundai Santa Fe GLS

Brea, CA

UnscoredInsufficient · 0
$2,999190,075 mi

Brea, 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

2001 Mercedes-Benz CLK CLK430

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

2001 Mercedes-Benz CLK CLK430

Brea, CA

UnscoredInsufficient · 0
$2,999200,758 mi

Brea, 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

Riverside, CA

UnscoredInsufficient · 0
$2,999145,859 mi

Riverside, 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

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

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

2004 Toyota Camry LE

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

2004 Toyota Camry LE

Pomona, CA

UnscoredInsufficient · 3
$3,400170,177 mi

Comparison: 3 similar vehicles

Pomona, 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 · 0
$3,495129,564 mi

Whittier, 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
$3,49595,634 mi

Whittier, 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 · 3
$3,499199,899 mi

Comparison: 3 similar vehicles

San Bernardino, CA

2015 Ford Fiesta SE

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

2015 Ford Fiesta SE

Riverside, CA

Unscored
$3,500181,624 mi

Comparison: 7 similar vehicles

Riverside, CA

2012 Chevrolet Cruze LS

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

2012 Chevrolet Cruze LS

Victorville, CA

UnscoredInsufficient · 4
$3,500248,757 mi

Comparison: 4 similar vehicles

Victorville, CA

2011 Dodge Avenger Express

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

2011 Dodge Avenger Express

San Bernardino, CA

UnscoredInsufficient · 0
$3,500106,738 mi

San Bernardino, CA

2009 Ford E-Series Econoline Van Commercial

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

2009 Ford E-Series Econoline Van Commercial

Upland, CA

UnscoredInsufficient · 0
$3,500149,594 mi

Upland, CA

2009 Nissan Altima S

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

2009 Nissan Altima S

Victorville, CA

Unscored
$3,500141,647 mi

Comparison: 11 similar vehicles

Victorville, CA

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Pomona, CA

Unscored
$3,500237,489 mi

Comparison: 8 similar vehicles

Pomona, CA

2002 Toyota Highlander Base

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

2002 Toyota Highlander Base

Whittier, CA

UnscoredInsufficient · 0
$3,500197,000 mi

Whittier, CA

2001 INFINITI QX4 Base

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

2001 INFINITI QX4 Base

Riverside, CA

UnscoredInsufficient · 3
$3,500200,000 mi

Comparison: 3 similar vehicles

Riverside, CA

2000 Ford F-150 XL

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

2000 Ford F-150 XL

San Jacinto, CA

UnscoredInsufficient · 0
$3,500187,245 mi

San Jacinto, CA

2003 Cadillac Escalade ESV Base

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

2003 Cadillac Escalade ESV Base

Brea, CA

UnscoredInsufficient · 0
$3,555190,058 mi

Brea, 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
$3,600239,561 mi

Pomona, 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
$3,675245,567 mi

Pomona, CA

1999 Chevrolet GMT400

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

1999 Chevrolet GMT400

Pomona, CA

UnscoredInsufficient · 0
$3,695184,983 mi

Pomona, CA

2015 FIAT 500 Pop

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

2015 FIAT 500 Pop

Upland, CA

UnscoredInsufficient · 3
$3,700127,771 mi

Comparison: 3 similar vehicles

Upland, CA

2008 Mercury Milan Premier

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

2008 Mercury Milan Premier

Victorville, CA

UnscoredInsufficient · 0
$3,700123,537 mi

Victorville, CA

2014 BMW 3 Series 320i

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

2014 BMW 3 Series 320i

Victorville, CA

Great DealLimited · 14
$3,750115,460 mi

Market: $5,997 – $10,995

Comparison: 14 similar vehicles

Competitively priced ~37% below the typical range compared to similar vehicles · 4 days listed (based on current market benchmarks)

Victorville, 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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