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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 22, 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

4,357 listings found

2008 Saturn VUE XR

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

2008 Saturn VUE XR

Bakersfield, CA

UnscoredInsufficient · 0
$3,999167,240 mi

Bakersfield, CA

2005 Subaru Forester XS

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

2005 Subaru Forester XS

Bakersfield, CA

UnscoredInsufficient · 0
$4,267169,527 mi

Bakersfield, CA

2008 Mazda CX-9 Grand Touring AWD

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

2008 Mazda CX-9 Grand Touring AWD

Bakersfield, CA

UnscoredInsufficient · 0
$4,570199,899 mi

Bakersfield, CA

2012 Chevrolet Traverse 1LT

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

2012 Chevrolet Traverse 1LT

Bakersfield, CA

UnscoredInsufficient · 4
$4,766147,903 mi

Comparison: 4 similar vehicles

Bakersfield, CA

2010 Mazda CX-9 Sport

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

2010 Mazda CX-9 Sport

Bakersfield, CA

UnscoredInsufficient · 0
$4,955212,258 mi

Bakersfield, CA

2013 Nissan JUKE S

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

2013 Nissan JUKE S

Bakersfield, CA

UnscoredInsufficient · 3
$4,999121,648 mi

Comparison: 3 similar vehicles

Bakersfield, CA

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Bakersfield, CA

UnscoredLimited · 7
$5,313164,221 mi

Comparison: 7 similar vehicles

Bakersfield, 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

Bakersfield, CA

UnscoredLimited · 17
$5,500220,275 mi

Comparison: 17 similar vehicles

Bakersfield, CA

2005 Ford Escape XLT

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

2005 Ford Escape XLT

Bakersfield, CA

UnscoredLimited · 5
$5,57061,127 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2005 Toyota Highlander Base

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

2005 Toyota Highlander Base

Bakersfield, CA

UnscoredLimited · 6
$5,586230,093 mi

Comparison: 6 similar vehicles

Bakersfield, CA

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

Bakersfield, CA

UnscoredInsufficient · 0
$5,75057,192 mi

Bakersfield, 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

Bakersfield, CA

UnscoredInsufficient · 0
$5,867213,500 mi

Bakersfield, CA

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Bakersfield, CA

UnscoredInsufficient · 4
$5,877163,820 mi

Comparison: 4 similar vehicles

Bakersfield, CA

2011 Ford Escape XLT

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

2011 Ford Escape XLT

Bakersfield, CA

UnscoredLimited · 6
$5,995168,877 mi

Comparison: 6 similar vehicles

Bakersfield, CA

2017 Dodge Journey SXT

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

2017 Dodge Journey SXT

Bakersfield, CA

UnscoredLimited · 13
$5,999154,753 mi

Comparison: 13 similar vehicles

Bakersfield, CA

2007 Chrysler Aspen Limited

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

2007 Chrysler Aspen Limited

Bakersfield, CA

UnscoredInsufficient · 0
$5,999146,410 mi

Bakersfield, 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

Bakersfield, CA

UnscoredLimited · 5
$5,999212,644 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2014 Jeep Cherokee Latitude

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

2014 Jeep Cherokee Latitude

Bakersfield, CA

UnscoredLimited · 6
$6,000133,406 mi

Comparison: 6 similar vehicles

Bakersfield, CA

2012 Jeep Liberty Sport

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

2012 Jeep Liberty Sport

Bakersfield, CA

UnscoredLimited · 7
$6,100163,640 mi

Comparison: 7 similar vehicles

Bakersfield, CA

2005 Nissan Xterra S

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

2005 Nissan Xterra S

Bakersfield, CA

UnscoredInsufficient · 0
$6,230177,833 mi

Bakersfield, CA

2013 Buick Encore Convenience

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

2013 Buick Encore Convenience

Bakersfield, CA

UnscoredInsufficient · 0
$6,300136,142 mi

Bakersfield, CA

2015 Hyundai Santa Fe Sport

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

2015 Hyundai Santa Fe Sport

Bakersfield, CA

UnscoredLimited · 8
$6,500138,122 mi

Comparison: 8 similar vehicles

Bakersfield, CA

2014 Jeep Compass Sport

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

2014 Jeep Compass Sport

Bakersfield, CA

UnscoredInsufficient · 4
$6,800129,694 mi

Comparison: 4 similar vehicles

Bakersfield, CA

2011 Ford Expedition XLT

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

2011 Ford Expedition XLT

Bakersfield, CA

UnscoredLimited · 10
$6,850158,788 mi

Comparison: 10 similar vehicles

Bakersfield, CA

2004 Toyota Sequoia SR5

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

2004 Toyota Sequoia SR5

Bakersfield, CA

UnscoredLimited · 8
$6,875228,911 mi

Comparison: 8 similar vehicles

Bakersfield, CA

2016 Ford Explorer Limited

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

2016 Ford Explorer Limited

Bakersfield, CA

UnscoredModerate · 27
$6,900190,079 mi

Comparison: 27 similar vehicles

Bakersfield, CA

2010 Ford Explorer XLT

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

2010 Ford Explorer XLT

Bakersfield, CA

UnscoredLimited · 5
$6,990176,364 mi

Comparison: 5 similar vehicles

Bakersfield, CA

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Bakersfield, CA

UnscoredLimited · 8
$6,995137,434 mi

Comparison: 8 similar vehicles

Bakersfield, CA

2016 Jeep Compass Latitude

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

2016 Jeep Compass Latitude

Tulare, CA

UnscoredLimited · 7
$6,995126,172 mi

Comparison: 7 similar vehicles

Tulare, CA

2015 GMC Acadia SLT1

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

2015 GMC Acadia SLT1

Bakersfield, CA

UnscoredLimited · 6
$6,995176,069 mi

Comparison: 6 similar vehicles

Bakersfield, CA

2010 Chevrolet Traverse 1LT

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

2010 Chevrolet Traverse 1LT

Tulare, CA

UnscoredInsufficient · 0
$6,995134,234 mi

Tulare, CA

2010 Jeep Commander Sport

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

2010 Jeep Commander Sport

Tulare, CA

UnscoredInsufficient · 0
$6,995102,838 mi

Tulare, CA

2011 Jeep Compass Limited

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

2011 Jeep Compass Limited

Bakersfield, CA

UnscoredInsufficient · 0
$6,999116,657 mi

Bakersfield, CA

2011 Cadillac SRX Premium Collection

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

2011 Cadillac SRX Premium Collection

Bakersfield, CA

UnscoredInsufficient · 0
$6,999143,532 mi

Bakersfield, CA

2010 Mercedes-Benz M-Class ML350

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

2010 Mercedes-Benz M-Class ML350

Bakersfield, CA

UnscoredLimited · 6
$6,999141,283 mi

Comparison: 6 similar vehicles

Bakersfield, CA

2009 Chevrolet Traverse LS

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

2009 Chevrolet Traverse LS

Bakersfield, CA

UnscoredInsufficient · 0
$7,065172,105 mi

Bakersfield, CA

2016 Jeep Compass Sport

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

2016 Jeep Compass Sport

Bakersfield, CA

UnscoredLimited · 9
$7,499117,212 mi

Comparison: 9 similar vehicles

Bakersfield, 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

Bakersfield, CA

UnscoredModerate · 20
$7,499175,329 mi

Comparison: 20 similar vehicles

Bakersfield, CA

2007 Jeep Wrangler Unlimited Sahara

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

2007 Jeep Wrangler Unlimited Sahara

Bakersfield, CA

UnscoredLimited · 5
$7,499189,523 mi

Comparison: 5 similar vehicles

Bakersfield, CA

No Photo

2004 GMC Yukon Denali

Lamont, CA

UnscoredInsufficient · 3
$7,599129,962 mi

Comparison: 3 similar vehicles

Lamont, CA

2015 Nissan Rogue Select S

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

2015 Nissan Rogue Select S

Bakersfield, CA

UnscoredLimited · 7
$7,850129,072 mi

Comparison: 7 similar vehicles

Bakersfield, CA

2013 GMC Yukon SLT

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

2013 GMC Yukon SLT

Bakersfield, CA

UnscoredInsufficient · 0
$7,867233,297 mi

Bakersfield, CA

2015 Chevrolet Traverse 1LT

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

2015 Chevrolet Traverse 1LT

Bakersfield, CA

UnscoredLimited · 11
$7,955181,716 mi

Comparison: 11 similar vehicles

Bakersfield, CA

2014 Chevrolet Traverse 2LT

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

2014 Chevrolet Traverse 2LT

Bakersfield, CA

UnscoredInsufficient · 0
$7,995157,584 mi

Bakersfield, CA

2013 Nissan JUKE S

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

2013 Nissan JUKE S

Bakersfield, CA

UnscoredInsufficient · 0
$7,995123,564 mi

Bakersfield, CA

2007 Chevrolet Tahoe LT

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

2007 Chevrolet Tahoe LT

Bakersfield, CA

UnscoredLimited · 9
$7,995222,517 mi

Comparison: 9 similar vehicles

Bakersfield, CA

2006 Ford Escape Limited

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

2006 Ford Escape Limited

Tulare, CA

UnscoredInsufficient · 0
$7,995131,290 mi

Tulare, CA

2018 Dodge Journey SE

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

2018 Dodge Journey SE

Bakersfield, CA

Fair PriceModerate · 37
$7,998100,717 mi

Market: $4,898 – $15,990

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Bakersfield, CA

2017 Ford Escape SE

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

2017 Ford Escape SE

Bakersfield, CA

Fair PriceModerate · 38
$7,999109,023 mi

Market: $6,490 – $14,395

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 272 days listed (based on current market benchmarks)

Bakersfield, CA

2013 Nissan Murano SL

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

2013 Nissan Murano SL

Bakersfield, CA

UnscoredInsufficient · 0
$7,999122,000 mi

Bakersfield, 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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