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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

11,085 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

1999 Lincoln Navigator Base

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

1999 Lincoln Navigator Base

Modesto, CA

UnscoredInsufficient · 0
$2,350183,332 mi

Modesto, 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

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

2004 Nissan Armada SE

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

2004 Nissan Armada SE

Los Banos, CA

UnscoredInsufficient · 0
$3,950177,977 mi

Los Banos, CA

2013 Ford Expedition Limited

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

2013 Ford Expedition Limited

Livermore, CA

UnscoredInsufficient · 3
$3,995249,760 mi

Comparison: 3 similar vehicles

Livermore, CA

2008 Ford Escape Hybrid

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

2008 Ford Escape Hybrid

Modesto, CA

UnscoredInsufficient · 4
$3,995174,899 mi

Comparison: 4 similar vehicles

Modesto, CA

2005 Cadillac SRX Base

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

2005 Cadillac SRX Base

Riverbank, CA

UnscoredInsufficient · 0
$3,995182,230 mi

Riverbank, CA

2004 INFINITI FX45 Base

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

2004 INFINITI FX45 Base

Modesto, CA

UnscoredInsufficient · 0
$3,995234,550 mi

Modesto, CA

2004 Kia Sorento EX

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

2004 Kia Sorento EX

Modesto, CA

UnscoredInsufficient · 0
$3,995148,979 mi

Modesto, CA

2000 Nissan Xterra XE

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

2000 Nissan Xterra XE

Jackson, CA

UnscoredInsufficient · 0
$3,995Mileage not verified

Jackson, CA

1997 GMC Yukon SLE

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

1997 GMC Yukon SLE

Stockton, CA

UnscoredInsufficient · 0
$3,995212,350 mi

Stockton, CA

2013 Dodge Journey SXT

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

2013 Dodge Journey SXT

Modesto, CA

UnscoredInsufficient · 0
$3,999127,582 mi

Modesto, CA

2006 Ford Escape XLS

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

2006 Ford Escape XLS

Oakley, CA

UnscoredInsufficient · 0
$3,999245,000 mi

Oakley, CA

2013 Chevrolet Captiva Sport 2LS

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

2013 Chevrolet Captiva Sport 2LS

Riverbank, CA

UnscoredInsufficient · 0
$4,495160,112 mi

Riverbank, CA

2008 Volvo XC90 3.2

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

2008 Volvo XC90 3.2

Riverbank, CA

UnscoredInsufficient · 0
$4,495129,863 mi

Riverbank, CA

2007 Acura MDX Sport Package

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

2007 Acura MDX Sport Package

Riverbank, CA

UnscoredInsufficient · 0
$4,495217,848 mi

Riverbank, CA

2012 Ford Edge Limited

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

2012 Ford Edge Limited

Modesto, CA

UnscoredLimited · 8
$4,499171,760 mi

Comparison: 8 similar vehicles

Modesto, CA

2011 Ford Escape XLS

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

2011 Ford Escape XLS

Tracy, CA

UnscoredInsufficient · 0
$4,500168,927 mi

Tracy, CA

2008 Jeep Grand Cherokee Laredo

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

2008 Jeep Grand Cherokee Laredo

Modesto, CA

UnscoredInsufficient · 0
$4,800119,286 mi

Modesto, CA

2013 Ford Edge SEL

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

2013 Ford Edge SEL

Modesto, CA

UnscoredLimited · 6
$4,923235,538 mi

Comparison: 6 similar vehicles

Modesto, CA

2010 Subaru Forester X

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

2010 Subaru Forester X

Tracy, CA

UnscoredLimited · 6
$4,990119,494 mi

Comparison: 6 similar vehicles

Tracy, CA

2004 Nissan Xterra XE

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

2004 Nissan Xterra XE

Modesto, CA

UnscoredInsufficient · 0
$4,990227,017 mi

Modesto, CA

2014 Chevrolet Captiva Sport LT

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

2014 Chevrolet Captiva Sport LT

Modesto, CA

UnscoredInsufficient · 0
$4,995187,060 mi

Modesto, CA

2014 Honda Pilot EX

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

2014 Honda Pilot EX

Merced, CA

UnscoredInsufficient · 3
$4,995224,633 mi

Comparison: 3 similar vehicles

Merced, CA

2014 Mitsubishi Outlander GT

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

2014 Mitsubishi Outlander GT

Riverbank, CA

UnscoredInsufficient · 0
$4,995156,864 mi

Riverbank, CA

2014 Subaru Forester i

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

2014 Subaru Forester i

Riverbank, CA

UnscoredLimited · 10
$4,995185,574 mi

Comparison: 10 similar vehicles

Riverbank, CA

2013 Chevrolet Equinox LS

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

2013 Chevrolet Equinox LS

Riverbank, CA

UnscoredLimited · 17
$4,995146,329 mi

Comparison: 17 similar vehicles

Riverbank, CA

2009 Kia Borrego EX

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

2009 Kia Borrego EX

Riverbank, CA

UnscoredInsufficient · 0
$4,995104,431 mi

Riverbank, CA

2003 Toyota 4Runner Sport

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

2003 Toyota 4Runner Sport

Modesto, CA

UnscoredInsufficient · 3
$4,995Mileage not verified

Comparison: 3 similar vehicles

Modesto, CA

2007 Dodge Nitro SXT

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

2007 Dodge Nitro SXT

Modesto, CA

UnscoredInsufficient · 0
$4,999140,779 mi

Modesto, CA

2007 Chevrolet Equinox LS

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

2007 Chevrolet Equinox LS

Modesto, CA

UnscoredInsufficient · 0
$4,99985,035 mi

Modesto, CA

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Modesto, CA

UnscoredLimited · 8
$4,999190,996 mi

Comparison: 8 similar vehicles

Modesto, CA

2004 Ford Escape XLT

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

2004 Ford Escape XLT

Modesto, CA

UnscoredInsufficient · 4
$4,999103,758 mi

Comparison: 4 similar vehicles

Modesto, CA

2013 Chevrolet Suburban LT

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

2013 Chevrolet Suburban LT

Modesto, CA

UnscoredLimited · 5
$5,057191,840 mi

Comparison: 5 similar vehicles

Modesto, CA

2001 Nissan Xterra XE

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

2001 Nissan Xterra XE

Modesto, CA

UnscoredInsufficient · 0
$5,069234,602 mi

Modesto, CA

2010 Ford Escape Limited

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

2010 Ford Escape Limited

Modesto, CA

UnscoredInsufficient · 0
$5,400177,820 mi

Modesto, CA

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Riverbank, CA

UnscoredInsufficient · 4
$5,495130,688 mi

Comparison: 4 similar vehicles

Riverbank, CA

2015 Ford Escape SE

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

2015 Ford Escape SE

Riverbank, CA

UnscoredLimited · 6
$5,495127,761 mi

Comparison: 6 similar vehicles

Riverbank, CA

2011 Land Rover LR2 Base

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

2011 Land Rover LR2 Base

Tracy, CA

UnscoredInsufficient · 0
$5,499114,990 mi

Tracy, CA

2005 Jeep Liberty Limited

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

2005 Jeep Liberty Limited

Manteca, CA

UnscoredInsufficient · 0
$5,499136,165 mi

Manteca, CA

2005 Volkswagen Touareg V8

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

2005 Volkswagen Touareg V8

Tracy, CA

UnscoredInsufficient · 0
$5,499126,945 mi

Tracy, CA

2014 Ford Escape SE

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

2014 Ford Escape SE

Modesto, CA

UnscoredInsufficient · 4
$5,500126,396 mi

Comparison: 4 similar vehicles

Modesto, CA

2014 GMC Terrain SLT-1

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

2014 GMC Terrain SLT-1

Turlock, CA

UnscoredInsufficient · 0
$5,500172,000 mi

Turlock, CA

2012 Honda Pilot LX

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

2012 Honda Pilot LX

Modesto, CA

UnscoredInsufficient · 0
$5,500171,197 mi

Modesto, CA

2004 Hyundai Santa Fe GLS

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

2004 Hyundai Santa Fe GLS

Tracy, CA

UnscoredInsufficient · 0
$5,70086,594 mi

Tracy, CA

2015 Ford Explorer Utility Police Interceptor

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

2015 Ford Explorer Utility Police Interceptor

Stockton, CA

UnscoredLimited · 5
$5,950115,911 mi

Comparison: 5 similar vehicles

Stockton, CA

2002 Cadillac Escalade Base

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

2002 Cadillac Escalade Base

Stockton, CA

UnscoredInsufficient · 3
$5,950230,845 mi

Comparison: 3 similar vehicles

Stockton, CA

2014 Mercedes-Benz GLK-Class GLK350

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

2014 Mercedes-Benz GLK-Class GLK350

Tracy, CA

UnscoredLimited · 5
$5,990147,864 mi

Comparison: 5 similar vehicles

Tracy, CA

2012 Acura MDX Technology Package

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

2012 Acura MDX Technology Package

Modesto, CA

UnscoredLimited · 19
$5,990214,990 mi

Comparison: 19 similar vehicles

Modesto, 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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