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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

UnscoredInsufficient · 4
$2,500239,101 mi

Comparison: 4 similar vehicles

Riverside, 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

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

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

2008 Jeep Liberty Sport

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

2008 Jeep Liberty Sport

Victorville, CA

UnscoredInsufficient · 0
$3,400160,680 mi

Victorville, 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 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

2008 Honda Pilot VALUE PACKAGE

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

2008 Honda Pilot VALUE PACKAGE

Ontario, CA

Salvage title
$3,500267,001 mi

Ontario, 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 · 3
$3,500197,000 mi

Comparison: 3 similar vehicles

Whittier, CA

1998 Mercury Mountaineer Base

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

1998 Mercury Mountaineer Base

San Marcos, CA

UnscoredInsufficient · 0
$3,500144,000 mi

San Marcos, 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

2003 Ford Expedition XLT Popular

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

2003 Ford Expedition XLT Popular

Midway City, CA

UnscoredInsufficient · 0
$3,700179,000 mi

Midway City, CA

2004 Ford Explorer NBX

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

2004 Ford Explorer NBX

Corona, CA

UnscoredInsufficient · 0
$3,750169,425 mi

Corona, CA

2004 BMW X3 2.5i

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

2004 BMW X3 2.5i

Brea, CA

UnscoredInsufficient · 0
$3,777190,058 mi

Brea, CA

2013 Ford Edge SE

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

2013 Ford Edge SE

Victorville, CA

UnscoredLimited · 13
$3,800163,324 mi

Comparison: 13 similar vehicles

Victorville, CA

2005 Honda Pilot EX

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

2005 Honda Pilot EX

Victorville, CA

UnscoredLimited · 7
$3,875151,288 mi

Comparison: 7 similar vehicles

Victorville, CA

2002 Honda CR-V LX

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

2002 Honda CR-V LX

Temecula, CA

UnscoredInsufficient · 0
$3,895220,567 mi

Temecula, CA

2008 Hyundai Veracruz GLS

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

2008 Hyundai Veracruz GLS

Pomona, CA

UnscoredInsufficient · 0
$3,900169,079 mi

Pomona, 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

Santa Ana, CA

UnscoredInsufficient · 0
$3,900149,872 mi

Santa Ana, CA

2010 Subaru Forester X Premium

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

2010 Subaru Forester X Premium

Covina, CA

UnscoredInsufficient · 4
$3,925187,245 mi

Comparison: 4 similar vehicles

Covina, CA

2015 Chevrolet Trax LT

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

2015 Chevrolet Trax LT

Victorville, CA

UnscoredLimited · 15
$3,950110,120 mi

Comparison: 15 similar vehicles

Victorville, CA

2014 Jeep Patriot Sport

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

2014 Jeep Patriot Sport

Bloomington, CA

UnscoredLimited · 13
$3,975157,135 mi

Comparison: 13 similar vehicles

Bloomington, CA

2011 Lincoln Navigator Base

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

2011 Lincoln Navigator Base

Bloomington, CA

UnscoredInsufficient · 0
$3,975181,337 mi

Bloomington, CA

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

Pomona, CA

UnscoredInsufficient · 4
$3,975221,395 mi

Comparison: 4 similar vehicles

Pomona, CA

2006 Saturn VUE Base

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

2006 Saturn VUE Base

Santa Ana, CA

UnscoredInsufficient · 0
$3,980269,290 mi

Santa Ana, CA

2001 Lexus RX 300

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

2001 Lexus RX 300

Oceanside, CA

UnscoredInsufficient · 0
$3,990192,496 mi

Oceanside, CA

2011 Volvo XC60 3.2

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

2011 Volvo XC60 3.2

Pomona, CA

UnscoredInsufficient · 0
$3,995180,378 mi

Pomona, CA

2010 Subaru Forester X Limited

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

2010 Subaru Forester X Limited

Orange, CA

UnscoredInsufficient · 0
$3,995220,455 mi

Orange, CA

2005 INFINITI FX 35

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

2005 INFINITI FX 35

Artesia, CA

UnscoredInsufficient · 3
$3,995112,936 mi

Comparison: 3 similar vehicles

Artesia, CA

2004 Chevrolet TrailBlazer LS

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

2004 Chevrolet TrailBlazer LS

Ontario, CA

UnscoredInsufficient · 0
$3,995245,690 mi

Ontario, CA

2004 Chevrolet Blazer LS

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

2004 Chevrolet Blazer LS

San Bernardino, CA

UnscoredInsufficient · 0
$3,995201,596 mi

San Bernardino, CA

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Ontario, CA

UnscoredInsufficient · 0
$3,995248,814 mi

Ontario, CA

2003 GMC Envoy SLT

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

2003 GMC Envoy SLT

San Bernardino, CA

UnscoredInsufficient · 0
$3,995132,907 mi

San Bernardino, CA

2006 Nissan Armada SE

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

2006 Nissan Armada SE

Brea, CA

UnscoredInsufficient · 0
$3,999200,755 mi

Brea, CA

2000 Dodge Durango SLT

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

2000 Dodge Durango SLT

Hemet, CA

UnscoredInsufficient · 0
$3,999111,868 mi

Hemet, CA

2011 Ford Flex SE

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

2011 Ford Flex SE

Riverside, CA

UnscoredInsufficient · 0
$4,000169,355 mi

Riverside, CA

2008 Mercedes-Benz M-Class ML350

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

2008 Mercedes-Benz M-Class ML350

Upland, CA

UnscoredInsufficient · 4
$4,000168,100 mi

Comparison: 4 similar vehicles

Upland, CA

2009 Ford Edge SEL

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

2009 Ford Edge SEL

Riverside, CA

UnscoredInsufficient · 0
$4,095167,078 mi

Riverside, CA

2007 Hyundai Tucson Limited

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

2007 Hyundai Tucson Limited

Escondido, CA

UnscoredInsufficient · 0
$4,123162,994 mi

Escondido, CA

2008 Saturn VUE XR

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

2008 Saturn VUE XR

Stanton, CA

UnscoredInsufficient · 0
$4,168138,539 mi

Stanton, CA

2009 Saturn VUE Hybrid

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

2009 Saturn VUE Hybrid

Stanton, CA

UnscoredInsufficient · 0
$4,200110,929 mi

Stanton, CA

2005 Jeep Liberty Limited

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

2005 Jeep Liberty Limited

Pomona, CA

UnscoredInsufficient · 0
$4,200145,609 mi

Pomona, CA

2008 Toyota RAV4 Base

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

2008 Toyota RAV4 Base

Pomona, CA

UnscoredLimited · 6
$4,375201,519 mi

Comparison: 6 similar vehicles

Pomona, CA

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Stanton, CA

UnscoredInsufficient · 4
$4,399158,461 mi

Comparison: 4 similar vehicles

Stanton, CA

2014 Ford Explorer Utility Police Interceptor

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

2014 Ford Explorer Utility Police Interceptor

Calimesa, CA

UnscoredLimited · 11
$4,400279,042 mi

Comparison: 11 similar vehicles

Calimesa, CA

2007 Ford Edge SEL Plus

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

2007 Ford Edge SEL Plus

Fontana, CA

UnscoredInsufficient · 3
$4,467140,540 mi

Comparison: 3 similar vehicles

Fontana, CA

2017 Dodge Journey Crossroad Plus

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

2017 Dodge Journey Crossroad Plus

Pomona, CA

UnscoredLimited · 6
$4,495195,084 mi

Comparison: 6 similar vehicles

Pomona, CA

2015 Buick Enclave Leather

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

2015 Buick Enclave Leather

Riverside, CA

UnscoredLimited · 5
$4,495182,251 mi

Comparison: 5 similar vehicles

Riverside, 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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