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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 21, 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

45,096 listings found

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

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
$2,500334,834 mi

Sacramento, 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

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

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

2004 Jeep Liberty Sport

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

2004 Jeep Liberty Sport

Sacramento, CA

UnscoredLimited · 8
$2,800147,444 mi

Comparison: 8 similar vehicles

Sacramento, CA

2006 Acura MDX Touring Package

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

2006 Acura MDX Touring Package

Santa Rosa, CA

UnscoredInsufficient · 4
$2,888225,342 mi

Comparison: 4 similar vehicles

Santa Rosa, 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
$2,895184,635 mi

Sacramento, CA

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Hayward, CA

UnscoredLimited · 15
$2,900249,468 mi

Comparison: 15 similar vehicles

Hayward, 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 · 0
$2,900194,039 mi

Rio Linda, CA

2004 Jeep Grand Cherokee Limited

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

2004 Jeep Grand Cherokee Limited

Oakland, CA

UnscoredInsufficient · 3
$2,900201,674 mi

Comparison: 3 similar vehicles

Oakland, 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

Antioch, CA

UnscoredInsufficient · 0
$2,998225,046 mi

Antioch, 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

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 Toyota Highlander Sport

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

2008 Toyota Highlander Sport

Santa Rosa, CA

UnscoredLimited · 7
$3,000254,422 mi

Comparison: 7 similar vehicles

Santa Rosa, 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

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

2001 Chevrolet Tracker LT

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

2001 Chevrolet Tracker LT

West Sacramento, CA

UnscoredInsufficient · 0
$3,285137,422 mi

West Sacramento, CA

2004 Mercedes-Benz M-Class ML500

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

2004 Mercedes-Benz M-Class ML500

Sacramento, CA

UnscoredInsufficient · 0
$3,295159,705 mi

Sacramento, CA

2001 Subaru Forester S 4AT W/PREMIUM PKG

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

2001 Subaru Forester S 4AT W/PREMIUM PKG

South San Francisco, CA

UnscoredInsufficient · 0
$3,355179,591 mi

South San Francisco, CA

2012 Kia Sorento SX

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

2012 Kia Sorento SX

Rio Linda, CA

UnscoredInsufficient · 0
$3,400200,000 mi

Rio Linda, CA

2011 Hyundai Santa Fe GLS

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

2011 Hyundai Santa Fe GLS

Sacramento, CA

UnscoredInsufficient · 3
$3,400159,000 mi

Comparison: 3 similar vehicles

Sacramento, CA

2008 Kia Sorento LX

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

2008 Kia Sorento LX

Rio Linda, CA

UnscoredInsufficient · 0
$3,400180,000 mi

Rio Linda, CA

2003 Mitsubishi Outlander LS

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

2003 Mitsubishi Outlander LS

Oakland, CA

UnscoredInsufficient · 0
$3,400231,009 mi

Oakland, CA

2011 GMC Acadia SLT2

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

2011 GMC Acadia SLT2

Santa Rosa, CA

UnscoredInsufficient · 0
$3,444199,052 mi

Santa Rosa, CA

2001 Chevrolet Tahoe Base

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

2001 Chevrolet Tahoe Base

Pleasanton, CA

UnscoredInsufficient · 0
$3,450231,403 mi

Pleasanton, CA

2002 Nissan Pathfinder SE

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

2002 Nissan Pathfinder SE

Woodland, CA

UnscoredInsufficient · 0
$3,495165,400 mi

Woodland, CA

2006 Acura MDX Touring Package

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

2006 Acura MDX Touring Package

Sacramento, CA

UnscoredInsufficient · 4
$3,498283,284 mi

Comparison: 4 similar vehicles

Sacramento, CA

2011 Chevrolet Traverse 1LT

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

2011 Chevrolet Traverse 1LT

Santa Rosa, CA

UnscoredInsufficient · 0
$3,500121,902 mi

Santa Rosa, CA

2008 Toyota RAV4 Limited

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

2008 Toyota RAV4 Limited

Santa Rosa, CA

UnscoredInsufficient · 4
$3,500225,895 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

2012 Jeep Patriot Limited

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

2012 Jeep Patriot Limited

Rio Linda, CA

UnscoredInsufficient · 0
$3,600140,000 mi

Rio Linda, CA

2004 Buick Rendezvous CX AWD

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

2004 Buick Rendezvous CX AWD

Rio Linda, CA

UnscoredInsufficient · 0
$3,600170,000 mi

Rio Linda, CA

2004 Toyota Sequoia SR5

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

2004 Toyota Sequoia SR5

Rio Linda, CA

UnscoredInsufficient · 4
$3,600200,000 mi

Comparison: 4 similar vehicles

Rio Linda, CA

2011 Kia Sorento EX

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

2011 Kia Sorento EX

Oakland, CA

UnscoredInsufficient · 0
$3,700198,048 mi

Oakland, CA

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Santa Rosa, CA

UnscoredInsufficient · 3
$3,788158,080 mi

Comparison: 3 similar vehicles

Santa Rosa, CA

2001 Toyota Highlander Base

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

2001 Toyota Highlander Base

Tracy, CA

UnscoredInsufficient · 0
$3,799214,654 mi

Tracy, CA

2011 Hyundai Santa Fe GLS

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

2011 Hyundai Santa Fe GLS

Oakland, CA

UnscoredInsufficient · 3
$3,800160,000 mi

Comparison: 3 similar vehicles

Oakland, CA

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Rio Linda, CA

UnscoredInsufficient · 0
$3,800150,000 mi

Rio Linda, CA

2009 Toyota Venza Base

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

2009 Toyota Venza Base

Rio Linda, CA

UnscoredLimited · 8
$3,800200,000 mi

Comparison: 8 similar vehicles

Rio Linda, CA

2008 Mazda CX-7 Sport

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

2008 Mazda CX-7 Sport

Rio Linda, CA

UnscoredInsufficient · 0
$3,800200,000 mi

Rio Linda, CA

2006 Kia Sportage EX

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

2006 Kia Sportage EX

Stockton, CA

UnscoredInsufficient · 0
$3,800125,320 mi

Stockton, CA

1999 Jeep Cherokee SE

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

1999 Jeep Cherokee SE

West Sacramento, CA

UnscoredInsufficient · 0
$3,874219,476 mi

West Sacramento, CA

2016 Buick Encore Convenience

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

2016 Buick Encore Convenience

Rio Linda, CA

UnscoredInsufficient · 0
$3,900182,000 mi

Rio Linda, CA

2013 Jeep Patriot Sport

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

2013 Jeep Patriot Sport

Oakland, CA

UnscoredInsufficient · 0
$3,900187,000 mi

Oakland, CA

2013 Nissan JUKE S

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

2013 Nissan JUKE S

Sacramento, CA

UnscoredLimited · 5
$3,900Mileage not verified

Comparison: 5 similar vehicles

Sacramento, CA

2013 Nissan Rogue S

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

2013 Nissan Rogue S

Hayward, CA

UnscoredLimited · 5
$3,900162,601 mi

Comparison: 5 similar vehicles

Hayward, CA

2011 Ford Edge SEL

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

2011 Ford Edge SEL

Rio Linda, CA

UnscoredLimited · 13
$3,900160,000 mi

Comparison: 13 similar vehicles

Rio Linda, 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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