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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

10,947 listings found

2003 Dodge Grand Caravan SE

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

2003 Dodge Grand Caravan SE

Fremont, CA

UnscoredInsufficient · 0
$2,200296,157 mi

Fremont, 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

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

2011 Dodge Grand Caravan Crew

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

2011 Dodge Grand Caravan Crew

Santa Rosa, CA

UnscoredInsufficient · 3
$2,799194,261 mi

Comparison: 3 similar vehicles

Santa Rosa, 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

2001 Chrysler Town & Country LIMITED

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

2001 Chrysler Town & Country LIMITED

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990169,676 mi

Santa Clarita, CA

2003 Dodge Caravan SE

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

2003 Dodge Caravan SE

Roseville, CA

UnscoredInsufficient · 0
$2,995176,130 mi

Roseville, CA

2002 Mazda MPV LX

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

2002 Mazda MPV LX

Roseville, CA

UnscoredInsufficient · 0
$2,995196,389 mi

Roseville, 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

2009 Honda Odyssey LX

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

2009 Honda Odyssey LX

Davis, CA

UnscoredInsufficient · 0
$2,999197,907 mi

Davis, CA

2005 Ford Freestar SE

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

2005 Ford Freestar SE

Mountain View, CA

UnscoredInsufficient · 0
$3,200173,000 mi

Mountain View, 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

2007 Toyota Sienna LE

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

2007 Toyota Sienna LE

Sacramento, CA

UnscoredLimited · 7
$3,395224,226 mi

Comparison: 7 similar vehicles

Sacramento, CA

2004 Toyota Sienna LE

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

2004 Toyota Sienna LE

Roseville, CA

UnscoredLimited · 6
$3,450222,910 mi

Comparison: 6 similar vehicles

Roseville, CA

2001 Ford Windstar SE

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

2001 Ford Windstar SE

Riverbank, CA

UnscoredInsufficient · 0
$3,495102,158 mi

Riverbank, CA

No Photo

2011 Toyota Sienna LE

Gilroy, CA

UnscoredInsufficient · 3
$3,500191,209 mi

Comparison: 3 similar vehicles

Gilroy, CA

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Fremont, CA

UnscoredLimited · 5
$3,500154,608 mi

Comparison: 5 similar vehicles

Fremont, CA

2003 Ford Windstar SE

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

2003 Ford Windstar SE

Manteca, CA

UnscoredInsufficient · 0
$3,500168,751 mi

Manteca, 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

2009 Mazda MAZDA5 Sport

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

2009 Mazda MAZDA5 Sport

Rio Linda, CA

UnscoredInsufficient · 0
$3,600190,000 mi

Rio Linda, CA

2002 Toyota Sienna CE

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

2002 Toyota Sienna CE

Los Angeles, CA

UnscoredInsufficient · 0
$3,650165,663 mi

Los Angeles, CA

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Goleta, CA

UnscoredInsufficient · 4
$3,700215,200 mi

Comparison: 4 similar vehicles

Goleta, CA

2010 Mazda MAZDA5 Sport

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

2010 Mazda MAZDA5 Sport

Fremont, CA

UnscoredInsufficient · 0
$3,800185,000 mi

Fremont, CA

2008 Honda Odyssey EX-L

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

2008 Honda Odyssey EX-L

Rio Linda, CA

UnscoredLimited · 5
$3,800214,214 mi

Comparison: 5 similar vehicles

Rio Linda, CA

2007 Toyota Sienna CE

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

2007 Toyota Sienna CE

Monterey Park, CA

Salvage title
$3,800211,420 mi

Monterey Park, CA

2001 Toyota Sienna XLE

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

2001 Toyota Sienna XLE

Canyon Country, CA

UnscoredInsufficient · 0
$3,875132,623 mi

Canyon Country, CA

2006 Honda Odyssey EX

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

2006 Honda Odyssey EX

Fremont, CA

UnscoredLimited · 13
$3,888223,794 mi

Comparison: 13 similar vehicles

Fremont, CA

2010 Dodge Grand Caravan SXT

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

2010 Dodge Grand Caravan SXT

Santa Rosa, CA

UnscoredInsufficient · 3
$3,900183,171 mi

Comparison: 3 similar vehicles

Santa Rosa, CA

2004 Nissan Quest SL

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

2004 Nissan Quest SL

East Los Angeles, CA

UnscoredInsufficient · 0
$3,90085,830 mi

East Los Angeles, CA

2007 Chrysler Town & Country Touring

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

2007 Chrysler Town & Country Touring

Costa Mesa, CA

UnscoredInsufficient · 0
$3,95085,198 mi

Costa Mesa, CA

2005 Toyota Sienna LE

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

2005 Toyota Sienna LE

Sacramento, CA

UnscoredLimited · 5
$3,950206,000 mi

Comparison: 5 similar vehicles

Sacramento, CA

1999 Toyota Sienna CE

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

1999 Toyota Sienna CE

Newark, CA

UnscoredInsufficient · 0
$3,950159,656 mi

Newark, CA

2002 Honda Odyssey EX

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

2002 Honda Odyssey EX

Riverside, CA

UnscoredInsufficient · 0
$3,960138,162 mi

Riverside, CA

2007 Honda Odyssey EX

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

2007 Honda Odyssey EX

Fontana, CA

UnscoredInsufficient · 4
$3,967223,152 mi

Comparison: 4 similar vehicles

Fontana, CA

2007 Toyota Sienna CE

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

2007 Toyota Sienna CE

El Monte, CA

UnscoredInsufficient · 3
$3,980152,745 mi

Comparison: 3 similar vehicles

El Monte, CA

2005 Toyota Sienna LE

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

2005 Toyota Sienna LE

Bakersfield, CA

UnscoredInsufficient · 4
$3,991247,481 mi

Comparison: 4 similar vehicles

Bakersfield, CA

2008 Chrysler Town & Country Touring

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

2008 Chrysler Town & Country Touring

Riverside, CA

UnscoredInsufficient · 3
$3,995156,402 mi

Comparison: 3 similar vehicles

Riverside, CA

2008 Hyundai Entourage GLS

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

2008 Hyundai Entourage GLS

San Leandro, CA

UnscoredInsufficient · 0
$3,995192,943 mi

San Leandro, CA

2006 Chrysler Town & Country Touring

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

2006 Chrysler Town & Country Touring

Los Angeles, CA

UnscoredInsufficient · 0
$3,995129,173 mi

Los Angeles, CA

2004 Chrysler Town & Country LX

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

2004 Chrysler Town & Country LX

Canyon Country, CA

UnscoredInsufficient · 0
$3,995156,209 mi

Canyon Country, CA

2004 Ford Freestar SEL

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

2004 Ford Freestar SEL

Victorville, CA

UnscoredInsufficient · 0
$3,995161,399 mi

Victorville, CA

2004 Toyota Sienna LE

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

2004 Toyota Sienna LE

Roseville, CA

UnscoredLimited · 6
$3,995212,490 mi

Comparison: 6 similar vehicles

Roseville, CA

2004 Mazda MPV ES

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

2004 Mazda MPV ES

Gilroy, CA

UnscoredInsufficient · 0
$3,995178,618 mi

Gilroy, CA

2015 Dodge Grand Caravan SE

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

2015 Dodge Grand Caravan SE

Modesto, CA

UnscoredInsufficient · 0
$3,999154,010 mi

Modesto, CA

2014 Chrysler Town & Country Touring

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

2014 Chrysler Town & Country Touring

Sanger, CA

UnscoredInsufficient · 3
$3,999154,916 mi

Comparison: 3 similar vehicles

Sanger, CA

2006 Chrysler Pacifica Touring

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

2006 Chrysler Pacifica Touring

Los Angeles, CA

UnscoredInsufficient · 0
$3,999166,280 mi

Los Angeles, CA

2002 Chrysler Town & Country EX

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

2002 Chrysler Town & Country EX

Los Angeles, CA

UnscoredInsufficient · 0
$3,999178,673 mi

Los Angeles, CA

2011 Honda Odyssey Touring Elite

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

2011 Honda Odyssey Touring Elite

Santa Rosa, CA

UnscoredInsufficient · 0
$4,000202,992 mi

Santa Rosa, CA

2010 Honda Odyssey LX

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

2010 Honda Odyssey LX

Santa Rosa, CA

UnscoredInsufficient · 0
$4,000207,794 mi

Santa Rosa, CA

2008 Dodge Grand Caravan SXT

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

2008 Dodge Grand Caravan SXT

Ukiah, CA

UnscoredInsufficient · 0
$4,000151,700 mi

Ukiah, 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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