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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

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

2002 Honda CR-V EX

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

2002 Honda CR-V EX

Santa Clarita, CA

UnscoredInsufficient · 0
$1,990226,588 mi

Santa Clarita, CA

2002 Ford Explorer Eddie Bauer

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

2002 Ford Explorer Eddie Bauer

Canyon Country, CA

UnscoredInsufficient · 0
$1,995186,651 mi

Canyon Country, CA

2002 Ford Expedition Eddie Bauer

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

2002 Ford Expedition Eddie Bauer

Livermore, CA

UnscoredInsufficient · 0
$2,195237,822 mi

Livermore, CA

2002 Mercury Mountaineer Base

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

2002 Mercury Mountaineer Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290217,005 mi

Santa Clarita, CA

2001 Dodge Durango SLT

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

2001 Dodge Durango SLT

Santa Clarita, CA

UnscoredInsufficient · 0
$2,290164,297 mi

Santa Clarita, CA

2008 Hyundai Santa Fe SE

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

2008 Hyundai Santa Fe SE

Los Angeles, CA

UnscoredInsufficient · 0
$2,500183,150 mi

Los Angeles, 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 · 3
$2,500239,101 mi

Comparison: 3 similar vehicles

Riverside, CA

2000 Mercedes-Benz M-Class ML 320

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

2000 Mercedes-Benz M-Class ML 320

Ukiah, CA

UnscoredInsufficient · 0
$2,599240,932 mi

Ukiah, CA

2002 Saturn VUE Base

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

2002 Saturn VUE Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,690151,300 mi

Santa Clarita, CA

2007 Dodge Nitro SLT

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

2007 Dodge Nitro SLT

Sacramento, CA

UnscoredInsufficient · 3
$2,795170,880 mi

Comparison: 3 similar vehicles

Sacramento, CA

2003 Lexus RX 300

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

2003 Lexus RX 300

El Cerrito, CA

Salvage title
$2,795264,099 mi

El Cerrito, CA

2007 Dodge Durango SLT

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

2007 Dodge Durango SLT

Los Angeles, CA

UnscoredInsufficient · 0
$2,799260,123 mi

Los Angeles, CA

2008 Ford Edge SEL

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

2008 Ford Edge SEL

Rio Linda, CA

UnscoredLimited · 6
$2,800200,000 mi

Comparison: 6 similar vehicles

Rio Linda, CA

2007 Kia Sportage EX

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

2007 Kia Sportage EX

Roseville, CA

UnscoredInsufficient · 0
$2,800196,896 mi

Roseville, CA

2005 Hyundai Tucson GLS

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

2005 Hyundai Tucson GLS

Sacramento, CA

UnscoredInsufficient · 0
$2,800245,996 mi

Sacramento, CA

2002 Jeep Grand Cherokee LIMITED

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

2002 Jeep Grand Cherokee LIMITED

Sacramento, CA

UnscoredInsufficient · 0
$2,895184,633 mi

Sacramento, CA

2010 Ford Edge SEL

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

2010 Ford Edge SEL

Rio Linda, CA

UnscoredInsufficient · 3
$2,900194,039 mi

Comparison: 3 similar vehicles

Rio Linda, CA

2009 Ford Flex LIMITED

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

2009 Ford Flex LIMITED

Rio Linda, CA

UnscoredInsufficient · 0
$2,900200,000 mi

Rio Linda, CA

2003 Chevrolet Suburban LS

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

2003 Chevrolet Suburban LS

Sacramento, CA

UnscoredInsufficient · 0
$2,900334,834 mi

Sacramento, CA

No Photo

2002 Honda CR-V LX

Bloomington, CA

UnscoredInsufficient · 0
$2,975Mileage not verified

Bloomington, CA

2011 Subaru Forester X

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

2011 Subaru Forester X

Gilroy, CA

UnscoredLimited · 6
$2,988206,373 mi

Comparison: 6 similar vehicles

Gilroy, CA

2007 GMC Acadia SLT2

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

2007 GMC Acadia SLT2

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990147,032 mi

Santa Clarita, CA

2006 Ford Explorer XLT

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

2006 Ford Explorer XLT

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990199,145 mi

Santa Clarita, CA

2005 BMW X3 2.5i

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

2005 BMW X3 2.5i

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990174,751 mi

Santa Clarita, CA

2004 Dodge Durango ST

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

2004 Dodge Durango ST

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990147,320 mi

Santa Clarita, CA

2003 Saturn VUE Base

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

2003 Saturn VUE Base

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990137,244 mi

Santa Clarita, CA

2002 Hyundai Santa Fe LX

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

2002 Hyundai Santa Fe LX

Santa Clarita, CA

UnscoredInsufficient · 0
$2,990130,051 mi

Santa Clarita, 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

2002 BMW X5 Base

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

2002 BMW X5 Base

San Leandro, CA

UnscoredInsufficient · 0
$2,995218,000 mi

San Leandro, CA

2001 Acura MDX Touring Package

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

2001 Acura MDX Touring Package

Fremont, CA

UnscoredInsufficient · 0
$2,995320,328 mi

Fremont, CA

1999 Mercury Mountaineer Base

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

1999 Mercury Mountaineer Base

Roseville, CA

UnscoredInsufficient · 0
$2,995217,003 mi

Roseville, CA

1998 Ford Expedition EDDIE BAUER

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

1998 Ford Expedition EDDIE BAUER

Roseville, CA

UnscoredInsufficient · 0
$2,995157,151 mi

Roseville, CA

2000 Mercury Mountaineer Base

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

2000 Mercury Mountaineer Base

Pleasant Hill, CA

UnscoredInsufficient · 0
$2,998170,408 mi

Pleasant Hill, CA

2002 Ford Expedition Base

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

2002 Ford Expedition Base

Fresno, CA

UnscoredInsufficient · 0
$2,999154,680 mi

Fresno, 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

2016 FIAT 500X Easy

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

2016 FIAT 500X Easy

Roseville, CA

UnscoredInsufficient · 4
$3,000173,555 mi

Comparison: 4 similar vehicles

Roseville, CA

2010 GMC Acadia SLT1

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

2010 GMC Acadia SLT1

Santa Rosa, CA

UnscoredInsufficient · 0
$3,000109,660 mi

Santa Rosa, CA

2008 Saturn Outlook XR

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

2008 Saturn Outlook XR

Goleta, CA

UnscoredInsufficient · 0
$3,000174,890 mi

Goleta, 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

2002 GMC Envoy SLT

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

2002 GMC Envoy SLT

Sacramento, CA

UnscoredInsufficient · 0
$3,119208,000 mi

Sacramento, CA

2010 Ford Escape Hybrid

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

2010 Ford Escape Hybrid

Rio Linda, CA

UnscoredInsufficient · 0
$3,200200,000 mi

Rio Linda, CA

2008 Ford Edge Limited

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

2008 Ford Edge Limited

Rio Linda, CA

UnscoredInsufficient · 0
$3,200150,000 mi

Rio Linda, CA

2005 Honda Element EX

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

2005 Honda Element EX

Rio Linda, CA

UnscoredInsufficient · 0
$3,200200,000 mi

Rio Linda, CA

2001 Chevrolet Suburban Base

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

2001 Chevrolet Suburban Base

Fremont, CA

UnscoredInsufficient · 4
$3,200265,500 mi

Comparison: 4 similar vehicles

Fremont, CA

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

Santa Rosa, CA

UnscoredInsufficient · 0
$3,212351,138 mi

Santa Rosa, CA

2006 Ford Escape XLT

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

2006 Ford Escape XLT

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290183,084 mi

Santa Clarita, CA

2005 BMW X3 2.5i

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

2005 BMW X3 2.5i

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290151,225 mi

Santa Clarita, CA

2003 Ford Expedition XLT Value

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

2003 Ford Expedition XLT Value

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290201,690 mi

Santa Clarita, CA

2003 Ford Expedition XLT Value

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

2003 Ford Expedition XLT Value

Santa Clarita, CA

UnscoredInsufficient · 0
$3,290161,681 mi

Santa Clarita, 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

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. iSeeCars analyzes and scores every listing and compares each price with the market price of similar vehicles for sale. TrueCar shows what others in your area paid for similar vehicles and connects shoppers with its Certified Dealers. Edmunds publishes car reviews and provides deal ratings on new and used listings. J.D. Power, which acquired the NADA Used Car Guide and NADAguides.com, publishes vehicle pricing and values. Carfax provides vehicle history reports and lists used cars for sale, showing how each price compares to its CARFAX Value. 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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