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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 2, 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

244 listings found

2011 Nissan Altima S

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

2011 Nissan Altima S

Stanton, CA

Unscored
$3,668148,123 mi

Comparison: 7 similar vehicles

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
$3,850110,929 mi

Stanton, CA

2012 Chrysler 200 Limited

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

2012 Chrysler 200 Limited

Stanton, CA

UnscoredInsufficient · 0
$4,168140,412 mi

Stanton, CA

2009 Lincoln MKX Base

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

2009 Lincoln MKX Base

Stanton, CA

UnscoredInsufficient · 0
$4,168139,844 mi

Stanton, 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

2008 Hyundai Sonata GLS

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

2008 Hyundai Sonata GLS

Stanton, CA

UnscoredInsufficient · 0
$4,168117,346 mi

Stanton, CA

2007 Nissan Murano SL

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

2007 Nissan Murano SL

Stanton, CA

UnscoredInsufficient · 0
$4,668127,888 mi

Stanton, CA

2009 Mazda CX-9 Grand Touring AWD

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

2009 Mazda CX-9 Grand Touring AWD

Stanton, CA

UnscoredInsufficient · 0
$4,750143,083 mi

Stanton, CA

2007 Toyota Highlander Sport

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

2007 Toyota Highlander Sport

Stanton, CA

UnscoredInsufficient · 0
$4,950183,151 mi

Stanton, CA

2012 Volvo S60 T5

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

2012 Volvo S60 T5

Stanton, CA

Unscored
$5,168119,991 mi

Comparison: 8 similar vehicles

Stanton, CA

2003 GMC Envoy SLT

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

2003 GMC Envoy SLT

Stanton, CA

UnscoredInsufficient · 0
$5,400122,516 mi

Stanton, CA

2015 Kia Sportage LX

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

2015 Kia Sportage LX

Stanton, CA

UnscoredInsufficient · 3
$5,450139,929 mi

Comparison: 3 similar vehicles

Stanton, CA

2018 Nissan Versa Sedan SV

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

2018 Nissan Versa Sedan SV

Stanton, CA

UnscoredInsufficient · 3
$5,66897,942 mi

Comparison: 3 similar vehicles

Stanton, CA

2014 Nissan Altima S

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

2014 Nissan Altima S

Stanton, CA

Unscored
$5,668109,863 mi

Comparison: 7 similar vehicles

Stanton, CA

2013 Chrysler 200 LX

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

2013 Chrysler 200 LX

Stanton, CA

UnscoredInsufficient · 0
$5,66864,135 mi

Stanton, CA

2013 GMC Acadia SLT2

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

2013 GMC Acadia SLT2

Stanton, CA

UnscoredInsufficient · 0
$5,850124,403 mi

Stanton, CA

2010 Chevrolet Malibu LTZ

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

2010 Chevrolet Malibu LTZ

Stanton, CA

UnscoredInsufficient · 3
$5,87075,259 mi

Comparison: 3 similar vehicles

Stanton, CA

2018 Kia Sportage LX

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

2018 Kia Sportage LX

Stanton, CA

Unscored
$6,168124,329 mi

Comparison: 5 similar vehicles

Stanton, CA

2016 Chrysler Town & Country Touring

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

2016 Chrysler Town & Country Touring

Stanton, CA

Unscored
$6,168128,035 mi

Comparison: 5 similar vehicles

Stanton, CA

2016 Volkswagen Tiguan S

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

2016 Volkswagen Tiguan S

Stanton, CA

Unscored
$6,168101,768 mi

Comparison: 8 similar vehicles

Stanton, CA

2015 Ford Escape SE

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

2015 Ford Escape SE

Stanton, CA

Unscored
$6,16898,846 mi

Comparison: 5 similar vehicles

Stanton, CA

2014 Hyundai Santa Fe Sport 2.0T

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

2014 Hyundai Santa Fe Sport 2.0T

Stanton, CA

Unscored
$6,168113,988 mi

Comparison: 5 similar vehicles

Stanton, CA

2013 Nissan Sentra SR

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

2013 Nissan Sentra SR

Stanton, CA

Unscored
$6,16898,809 mi

Comparison: 5 similar vehicles

Stanton, CA

2008 Acura MDX Sport and Entertainment Package

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

2008 Acura MDX Sport and Entertainment Package

Stanton, CA

UnscoredInsufficient · 0
$6,168136,043 mi

Stanton, CA

2007 Honda Civic HYBRID

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

2007 Honda Civic HYBRID

Stanton, CA

Unscored
$6,400133,547 mi

Comparison: 5 similar vehicles

Stanton, CA

2005 Honda Accord LX

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

2005 Honda Accord LX

Stanton, CA

UnscoredInsufficient · 3
$6,400136,315 mi

Comparison: 3 similar vehicles

Stanton, CA

2016 Nissan Altima S

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

2016 Nissan Altima S

Stanton, CA

Fair PriceLimited · 18
$6,668110,120 mi

Market: $6,700 – $10,995

Comparison: 18 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 11 days listed (based on current market benchmarks)

Stanton, CA

2016 Nissan Pathfinder S

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

2016 Nissan Pathfinder S

Stanton, CA

UnscoredInsufficient · 0
$6,668109,261 mi

Stanton, CA

2015 Kia Sportage LX

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

2015 Kia Sportage LX

Stanton, CA

UnscoredInsufficient · 3
$6,66898,788 mi

Comparison: 3 similar vehicles

Stanton, CA

2008 Buick Lucerne CXS

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

2008 Buick Lucerne CXS

Stanton, CA

UnscoredInsufficient · 0
$6,66847,320 mi

Stanton, CA

2013 Ford Escape S

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

2013 Ford Escape S

Stanton, CA

UnscoredInsufficient · 0
$6,80099,283 mi

Stanton, CA

2007 Cadillac CTS 3.6

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

2007 Cadillac CTS 3.6

Stanton, CA

UnscoredInsufficient · 0
$6,80096,624 mi

Stanton, CA

2016 Ford Fusion SE

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

2016 Ford Fusion SE

Stanton, CA

Fair PriceModerate · 22
$6,95095,646 mi

Market: $6,503 – $12,771

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Stanton, CA

2018 Cadillac XT5 Premium Luxury

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

2018 Cadillac XT5 Premium Luxury

Stanton, CA

UnscoredInsufficient · 0
$6,994165,736 mi

Stanton, CA

2015 GMC Terrain Denali

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

2015 GMC Terrain Denali

Stanton, CA

UnscoredInsufficient · 0
$6,999127,536 mi

Stanton, CA

2018 Kia Sorento LX

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

2018 Kia Sorento LX

Stanton, CA

Unscored
$7,168137,414 mi

Comparison: 10 similar vehicles

Stanton, CA

2015 Buick LaCrosse Leather

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

2015 Buick LaCrosse Leather

Stanton, CA

UnscoredInsufficient · 0
$7,168122,650 mi

Stanton, 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

Stanton, CA

UnscoredInsufficient · 4
$7,16894,767 mi

Comparison: 4 similar vehicles

Stanton, CA

2013 Volkswagen Tiguan S

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

2013 Volkswagen Tiguan S

Stanton, CA

Unscored
$7,20081,093 mi

Comparison: 5 similar vehicles

Stanton, CA

2010 Toyota Sienna XLE

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

2010 Toyota Sienna XLE

Stanton, CA

Unscored
$7,400175,676 mi

Comparison: 5 similar vehicles

Stanton, CA

2012 Mercedes-Benz M-Class ML350

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

2012 Mercedes-Benz M-Class ML350

Stanton, CA

Unscored
$7,495138,818 mi

Comparison: 19 similar vehicles

Stanton, CA

2018 Nissan Altima SR

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

2018 Nissan Altima SR

Stanton, CA

Unscored
$7,668127,132 mi

Comparison: 9 similar vehicles

Stanton, CA

2016 Chevrolet Malibu Limited 1LT

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

2016 Chevrolet Malibu Limited 1LT

Stanton, CA

UnscoredInsufficient · 0
$7,668120,575 mi

Stanton, CA

2015 Hyundai Santa Fe Limited

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

2015 Hyundai Santa Fe Limited

Stanton, CA

UnscoredInsufficient · 3
$7,668114,144 mi

Comparison: 3 similar vehicles

Stanton, CA

2013 Toyota Highlander Limited

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

2013 Toyota Highlander Limited

Stanton, CA

Unscored
$7,950205,200 mi

Comparison: 6 similar vehicles

Stanton, CA

2012 Hyundai Veloster Base

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

2012 Hyundai Veloster Base

Stanton, CA

UnscoredInsufficient · 0
$7,95051,091 mi

Stanton, CA

2019 Kia Sedona L

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

2019 Kia Sedona L

Stanton, CA

UnscoredInsufficient · 0
$8,168116,845 mi

Stanton, CA

2017 Cadillac XT5 Luxury

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

2017 Cadillac XT5 Luxury

Stanton, CA

Unscored
$8,168142,887 mi

Comparison: 12 similar vehicles

Stanton, CA

2017 Subaru Outback Base

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

2017 Subaru Outback Base

Stanton, CA

UnscoredInsufficient · 0
$8,168136,119 mi

Stanton, CA

2009 Buick Enclave CXL

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

2009 Buick Enclave CXL

Stanton, CA

UnscoredInsufficient · 3
$8,16865,644 mi

Comparison: 3 similar vehicles

Stanton, CA

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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