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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 · November 1, 2026

6.1M+

Unique vehicles analyzed

as of November 1, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

3,232 listings found

2011 Ford Fusion SE

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

2011 Ford Fusion SE

Hayward, CA

Unscored
$2,900269,094 mi

Comparison: 14 similar vehicles

Hayward, CA

2008 Honda Civic LX

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

2008 Honda Civic LX

Hayward, CA

Unscored
$2,900315,362 mi

Comparison: 13 similar vehicles

Hayward, CA

2003 Acura CL Base

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

2003 Acura CL Base

Hayward, CA

Salvage title
$2,900214,572 mi

Hayward, CA

2006 Chrysler Sebring Base

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

2006 Chrysler Sebring Base

Hayward, CA

UnscoredInsufficient · 0
$3,499151,076 mi

Hayward, CA

2006 Toyota Matrix Base

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

2006 Toyota Matrix Base

Hayward, CA

UnscoredInsufficient · 0
$3,500231,891 mi

Hayward, CA

2003 Mitsubishi Lancer ES

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

2003 Mitsubishi Lancer ES

Hayward, CA

UnscoredInsufficient · 0
$3,500147,000 mi

Hayward, CA

2008 Cadillac CTS 3.6

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

2008 Cadillac CTS 3.6

Hayward, CA

Unscored
$3,800202,000 mi

Comparison: 8 similar vehicles

Hayward, CA

2014 Chevrolet Impala 1FL

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

2014 Chevrolet Impala 1FL

Hayward, CA

UnscoredInsufficient · 0
$3,900160,440 mi

Hayward, CA

2012 Subaru Outback Premium

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

2012 Subaru Outback Premium

Hayward, CA

Unscored
$3,900231,228 mi

Comparison: 10 similar vehicles

Hayward, CA

2008 Honda Odyssey EX

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

2008 Honda Odyssey EX

Hayward, CA

UnscoredInsufficient · 0
$3,900174,438 mi

Hayward, CA

2004 Honda Pilot EX

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

2004 Honda Pilot EX

Hayward, CA

UnscoredInsufficient · 4
$3,900179,639 mi

Comparison: 4 similar vehicles

Hayward, CA

2014 Chevrolet Cruze LS

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

2014 Chevrolet Cruze LS

Hayward, CA

Unscored
$3,998178,345 mi

Comparison: 10 similar vehicles

Hayward, CA

2008 Saturn Outlook XE

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

2008 Saturn Outlook XE

Hayward, CA

UnscoredInsufficient · 0
$3,998147,353 mi

Hayward, CA

2007 Nissan Murano S

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

2007 Nissan Murano S

Hayward, CA

UnscoredInsufficient · 0
$3,998142,187 mi

Hayward, CA

2016 Nissan Rogue SV

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

2016 Nissan Rogue SV

Hayward, CA

Unscored
$4,000160,366 mi

Comparison: 10 similar vehicles

Hayward, CA

2012 Volkswagen Jetta S

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

2012 Volkswagen Jetta S

Hayward, CA

UnscoredInsufficient · 0
$4,078171,277 mi

Hayward, CA

2003 Subaru Outback Base

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

2003 Subaru Outback Base

Hayward, CA

UnscoredInsufficient · 0
$4,078207,671 mi

Hayward, CA

2011 Nissan Versa S

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

2011 Nissan Versa S

Hayward, CA

UnscoredInsufficient · 0
$4,499148,264 mi

Hayward, CA

2009 Mercury Mariner Premier

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

2009 Mercury Mariner Premier

Hayward, CA

UnscoredInsufficient · 0
$4,499146,492 mi

Hayward, 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

Unscored
$4,500131,331 mi

Comparison: 6 similar vehicles

Hayward, CA

2007 Nissan Altima S

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

2007 Nissan Altima S

Hayward, CA

UnscoredInsufficient · 0
$4,500195,854 mi

Hayward, CA

2002 Ford F-150 King Ranch

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

2002 Ford F-150 King Ranch

Hayward, CA

Salvage title
$4,588114,490 mi

Hayward, CA

2005 Jeep Liberty Sport

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

2005 Jeep Liberty Sport

Hayward, CA

UnscoredInsufficient · 0
$4,600131,217 mi

Hayward, CA

2007 Toyota Sienna XLE

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

2007 Toyota Sienna XLE

Hayward, CA

UnscoredInsufficient · 3
$4,640252,315 mi

Comparison: 3 similar vehicles

Hayward, CA

2017 Dodge Journey SE

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

2017 Dodge Journey SE

Hayward, CA

UnscoredInsufficient · 4
$4,900159,807 mi

Comparison: 4 similar vehicles

Hayward, CA

2014 Lincoln MKZ Hybrid

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

2014 Lincoln MKZ Hybrid

Hayward, CA

UnscoredInsufficient · 4
$4,900162,838 mi

Comparison: 4 similar vehicles

Hayward, CA

2014 Nissan NV200 SV

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

2014 Nissan NV200 SV

Hayward, CA

UnscoredInsufficient · 0
$4,900220,939 mi

Hayward, CA

2014 BMW X1 28i

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

2014 BMW X1 28i

Hayward, CA

Unscored
$4,900132,440 mi

Comparison: 24 similar vehicles

Hayward, CA

2012 Ford E-Series Econoline Wagon XL

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

2012 Ford E-Series Econoline Wagon XL

Hayward, CA

UnscoredInsufficient · 0
$4,900251,037 mi

Hayward, CA

2011 Nissan Altima S

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

2011 Nissan Altima S

Hayward, CA

Unscored
$4,900158,592 mi

Comparison: 6 similar vehicles

Hayward, CA

2010 Mazda MAZDA6 i Touring

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

2010 Mazda MAZDA6 i Touring

Hayward, CA

UnscoredInsufficient · 0
$4,900180,192 mi

Hayward, 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

Hayward, CA

UnscoredInsufficient · 0
$4,900214,988 mi

Hayward, CA

2006 Hyundai Tiburon GS

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

2006 Hyundai Tiburon GS

Hayward, CA

UnscoredInsufficient · 0
$4,90080,188 mi

Hayward, CA

2005 Acura RL Base

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

2005 Acura RL Base

Hayward, CA

UnscoredInsufficient · 0
$4,900165,633 mi

Hayward, CA

2004 Mercedes-Benz E-Class E500

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

2004 Mercedes-Benz E-Class E500

Hayward, CA

UnscoredInsufficient · 0
$4,900125,277 mi

Hayward, CA

2004 Volvo XC90 Base

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

2004 Volvo XC90 Base

Hayward, CA

UnscoredInsufficient · 0
$4,900150,240 mi

Hayward, CA

2000 Nissan Xterra XE

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

2000 Nissan Xterra XE

Hayward, CA

Salvage title
$4,900102,930 mi

Hayward, CA

2014 Chevrolet Impala 1FL

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

2014 Chevrolet Impala 1FL

Hayward, CA

UnscoredInsufficient · 0
$4,995135,341 mi

Hayward, CA

2011 Mazda MAZDA3 i Touring

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

2011 Mazda MAZDA3 i Touring

Hayward, CA

UnscoredInsufficient · 0
$4,995138,940 mi

Hayward, CA

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Hayward, CA

UnscoredInsufficient · 0
$4,995135,714 mi

Hayward, CA

2004 Toyota RAV4 Base

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

2004 Toyota RAV4 Base

Hayward, CA

UnscoredInsufficient · 0
$4,995185,559 mi

Hayward, CA

2012 Hyundai Veracruz Limited

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

2012 Hyundai Veracruz Limited

Hayward, CA

UnscoredInsufficient · 3
$4,997150,739 mi

Comparison: 3 similar vehicles

Hayward, CA

2014 Nissan Altima S

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

2014 Nissan Altima S

Hayward, CA

UnscoredInsufficient · 4
$4,998156,122 mi

Comparison: 4 similar vehicles

Hayward, CA

2013 Ford Edge Limited

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

2013 Ford Edge Limited

Hayward, CA

Unscored
$4,998168,829 mi

Comparison: 12 similar vehicles

Hayward, 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

Unscored
$4,998156,555 mi

Comparison: 6 similar vehicles

Hayward, CA

2012 GMC Acadia SLT1

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

2012 GMC Acadia SLT1

Hayward, CA

Unscored
$4,998141,131 mi

Comparison: 6 similar vehicles

Hayward, CA

2012 Volvo S60 T6

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

2012 Volvo S60 T6

Hayward, CA

UnscoredInsufficient · 3
$4,999181,192 mi

Comparison: 3 similar vehicles

Hayward, CA

2013 FIAT 500 Pop

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

2013 FIAT 500 Pop

Hayward, CA

Unscored
$5,078119,470 mi

Comparison: 8 similar vehicles

Hayward, CA

2006 Toyota Sienna XLE Limited

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

2006 Toyota Sienna XLE Limited

Hayward, CA

Salvage title
$5,128176,065 mi

Hayward, CA

2005 Scion tC Base

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

2005 Scion tC Base

Hayward, CA

UnscoredInsufficient · 0
$5,140145,090 mi

Hayward, 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.
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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