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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

8,558 listings found

1997 Ford Econoline Van Base

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

1997 Ford Econoline Van Base

Tracy, CA

Salvage title
$2,999145,291 mi

Tracy, CA

2012 Chevrolet Express Cargo Work Van

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

2012 Chevrolet Express Cargo Work Van

Santa Rosa, CA

UnscoredLimited · 6
$3,333279,810 mi

Comparison: 6 similar vehicles

Santa Rosa, CA

2013 RAM Cargo Van Base

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

2013 RAM Cargo Van Base

Santa Rosa, CA

UnscoredInsufficient · 0
$3,500150,569 mi

Santa Rosa, 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

2005 Ford Freestar Base

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

2005 Ford Freestar Base

Fair Oaks, CA

UnscoredInsufficient · 0
$3,500147,950 mi

Fair Oaks, CA

2002 Chevrolet Express Cargo Base

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

2002 Chevrolet Express Cargo Base

Fremont, CA

UnscoredInsufficient · 0
$3,500212,401 mi

Fremont, CA

2006 Chevrolet Express Cargo Work

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

2006 Chevrolet Express Cargo Work

Pomona, CA

UnscoredInsufficient · 0
$3,875491,585 mi

Pomona, CA

1999 Ford Econoline Van COMMERCIAL

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

1999 Ford Econoline Van COMMERCIAL

Modesto, CA

UnscoredInsufficient · 0
$4,433214,217 mi

Modesto, CA

2012 Ford E-Series Econoline Wagon XL

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

2012 Ford E-Series Econoline Wagon XL

Hayward, CA

UnscoredInsufficient · 0
$4,900251,037 mi

Hayward, CA

2003 Chevrolet Express Cargo Base

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

2003 Chevrolet Express Cargo Base

Santa Clarita, CA

UnscoredInsufficient · 0
$4,990181,442 mi

Santa Clarita, CA

2006 Ford Econoline Van Commercial

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

2006 Ford Econoline Van Commercial

Suisun City, CA

UnscoredLimited · 6
$4,995286,246 mi

Comparison: 6 similar vehicles

Suisun City, CA

2002 Ford Econoline Wagon XLT

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

2002 Ford Econoline Wagon XLT

Seaside, CA

UnscoredInsufficient · 0
$4,995156,035 mi

Seaside, CA

1998 Dodge Ram Wagon VALUE

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

1998 Dodge Ram Wagon VALUE

Guadalupe, CA

UnscoredInsufficient · 0
$4,995162,591 mi

Guadalupe, CA

2006 Chevrolet Express Cargo Work

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

2006 Chevrolet Express Cargo Work

Rocklin, CA

UnscoredInsufficient · 0
$4,999250,000 mi

Rocklin, CA

2005 Ford Econoline Van Commercial

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

2005 Ford Econoline Van Commercial

Marysville, CA

UnscoredInsufficient · 0
$5,153170,935 mi

Marysville, CA

2004 GMC Savana Cargo Base

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

2004 GMC Savana Cargo Base

Santa Clarita, CA

UnscoredInsufficient · 0
$5,490152,833 mi

Santa Clarita, CA

2001 Ford Econoline Van Commercial

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

2001 Ford Econoline Van Commercial

Covina, CA

UnscoredInsufficient · 3
$5,498117,980 mi

Comparison: 3 similar vehicles

Covina, CA

2015 Nissan NV Cargo SV

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

2015 Nissan NV Cargo SV

Bloomington, CA

UnscoredInsufficient · 0
$5,500219,337 mi

Bloomington, CA

2013 Chevrolet Express Cargo Work Van

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

2013 Chevrolet Express Cargo Work Van

Fresno, CA

UnscoredLimited · 19
$5,500275,803 mi

Comparison: 19 similar vehicles

Fresno, CA

2001 Chevrolet Express Cargo Base

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

2001 Chevrolet Express Cargo Base

Stockton, CA

UnscoredInsufficient · 0
$5,500224,774 mi

Stockton, CA

2014 Chevrolet Express Cargo Work Van

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

2014 Chevrolet Express Cargo Work Van

Pico Rivera, CA

UnscoredModerate · 22
$5,900235,315 mi

Comparison: 22 similar vehicles

Pico Rivera, CA

2001 Dodge Ram Van Base

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

2001 Dodge Ram Van Base

Escondido, CA

UnscoredInsufficient · 0
$5,990170,764 mi

Escondido, CA

2012 RAM Cargo Van Base

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

2012 RAM Cargo Van Base

Pomona, CA

UnscoredInsufficient · 0
$5,995165,149 mi

Pomona, CA

2003 GMC Savana SL

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

2003 GMC Savana SL

Hayward, CA

UnscoredInsufficient · 0
$5,995137,437 mi

Hayward, CA

2002 Ford Econoline Van Commercial

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

2002 Ford Econoline Van Commercial

Covina, CA

UnscoredInsufficient · 3
$5,998121,700 mi

Comparison: 3 similar vehicles

Covina, CA

2012 Ford E-Series Econoline Van Commercial

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

2012 Ford E-Series Econoline Van Commercial

Vallejo, CA

UnscoredInsufficient · 3
$5,999139,677 mi

Comparison: 3 similar vehicles

Vallejo, CA

2010 Ford E-Series Econoline Van Commercial

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

2010 Ford E-Series Econoline Van Commercial

Chula Vista, CA

UnscoredLimited · 6
$5,999162,473 mi

Comparison: 6 similar vehicles

Chula Vista, CA

2009 Chevrolet Express Cargo Work Van

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

2009 Chevrolet Express Cargo Work Van

Modesto, CA

UnscoredInsufficient · 0
$5,999Mileage not verified

Modesto, CA

1999 Ford Econoline Van COMMERCIAL

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

1999 Ford Econoline Van COMMERCIAL

San Bernardino, CA

UnscoredInsufficient · 0
$5,999200,373 mi

San Bernardino, CA

2016 Mercedes-Benz Sprinter Cargo Van Base

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

2016 Mercedes-Benz Sprinter Cargo Van Base

Santa Rosa, CA

UnscoredInsufficient · 0
$6,000339,700 mi

Santa Rosa, CA

1998 Dodge Ram Van Base

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

1998 Dodge Ram Van Base

Concord, CA

UnscoredInsufficient · 0
$6,00080,201 mi

Concord, CA

2002 Ford Econoline Van Commercial

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

2002 Ford Econoline Van Commercial

Covina, CA

UnscoredInsufficient · 3
$6,298112,430 mi

Comparison: 3 similar vehicles

Covina, CA

2016 Chevrolet Express Cargo Work Van

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

2016 Chevrolet Express Cargo Work Van

Upland, CA

UnscoredLimited · 7
$6,490227,021 mi

Comparison: 7 similar vehicles

Upland, CA

2015 Mercedes-Benz Sprinter Cargo Van Base

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

2015 Mercedes-Benz Sprinter Cargo Van Base

San Francisco, CA

UnscoredInsufficient · 0
$6,500178,173 mi

San Francisco, CA

2007 Chevrolet Express Cargo Work

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

2007 Chevrolet Express Cargo Work

Stockton, CA

UnscoredInsufficient · 3
$6,550160,713 mi

Comparison: 3 similar vehicles

Stockton, CA

2007 Chevrolet Express Cargo Work

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

2007 Chevrolet Express Cargo Work

Riverside, CA

UnscoredInsufficient · 4
$6,750151,316 mi

Comparison: 4 similar vehicles

Riverside, CA

2003 Ford Econoline Wagon XL

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

2003 Ford Econoline Wagon XL

Los Angeles, CA

UnscoredInsufficient · 0
$6,852113,224 mi

Los Angeles, CA

No Photo

2004 Ford Econoline Van Commercial

San Diego, CA

UnscoredInsufficient · 3
$6,900153,021 mi

Comparison: 3 similar vehicles

San Diego, CA

2003 Ford Econoline Van Commercial

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

2003 Ford Econoline Van Commercial

San Leandro, CA

UnscoredInsufficient · 0
$6,900165,000 mi

San Leandro, CA

2013 Ford Transit Connect XLT

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

2013 Ford Transit Connect XLT

Fresno, CA

UnscoredInsufficient · 0
$6,915196,724 mi

Fresno, CA

2017 Chevrolet Express Cargo Work Van

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

2017 Chevrolet Express Cargo Work Van

Los Angeles, CA

UnscoredLimited · 7
$6,950227,406 mi

Comparison: 7 similar vehicles

Los Angeles, CA

2011 Ford E-Series Econoline Van Commercial

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

2011 Ford E-Series Econoline Van Commercial

Bloomington, CA

UnscoredInsufficient · 3
$6,975259,337 mi

Comparison: 3 similar vehicles

Bloomington, CA

2006 Ford Econoline Wagon XL

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

2006 Ford Econoline Wagon XL

San Mateo, CA

UnscoredInsufficient · 0
$6,975190,775 mi

San Mateo, CA

2012 Chevrolet Express Cargo Work Van

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

2012 Chevrolet Express Cargo Work Van

Escondido, CA

UnscoredLimited · 6
$6,99067,669 mi

Comparison: 6 similar vehicles

Escondido, CA

2011 Chevrolet Express Cargo Work Van

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

2011 Chevrolet Express Cargo Work Van

Santa Ana, CA

UnscoredInsufficient · 4
$6,995280,775 mi

Comparison: 4 similar vehicles

Santa Ana, CA

2007 Chevrolet Uplander Cargo

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

2007 Chevrolet Uplander Cargo

Hesperia, CA

UnscoredInsufficient · 0
$6,995117,765 mi

Hesperia, CA

2014 Chevrolet Express Cutaway Base

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

2014 Chevrolet Express Cutaway Base

Tracy, CA

UnscoredInsufficient · 3
$6,999192,959 mi

Comparison: 3 similar vehicles

Tracy, CA

2014 GMC Savana Cargo Work Van

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

2014 GMC Savana Cargo Work Van

Modesto, CA

UnscoredInsufficient · 0
$6,999194,370 mi

Modesto, CA

2008 Ford E-Series Econoline Van Commercial

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

2008 Ford E-Series Econoline Van Commercial

Santa Clarita, CA

UnscoredInsufficient · 3
$6,999289,000 mi

Comparison: 3 similar vehicles

Santa Clarita, CA

2005 Ford Econoline Wagon XL

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

2005 Ford Econoline Wagon XL

Fresno, CA

UnscoredInsufficient · 0
$6,999168,607 mi

Fresno, 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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