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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 18, 2026

6M+

Unique vehicles analyzed

as of October 17, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

3,979 listings found

2005 Saturn VUE Base

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

2005 Saturn VUE Base

Anchorage, AK

UnscoredInsufficient · 0
$3,900Mileage not verified

Anchorage, AK

2010 Nissan Murano SL

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

2010 Nissan Murano SL

Anchorage, AK

UnscoredInsufficient · 0
$4,585152,408 mi

Anchorage, AK

2019 Buick Encore Preferred

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

2019 Buick Encore Preferred

Anchorage, AK

UnscoredInsufficient · 0
$5,135115,000 mi

Anchorage, AK

2011 Kia Sorento LX

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

2011 Kia Sorento LX

Anchorage, AK

UnscoredInsufficient · 0
$5,135137,000 mi

Anchorage, AK

2003 Nissan Murano SE

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

2003 Nissan Murano SE

Anchorage, AK

UnscoredInsufficient · 0
$5,135158,469 mi

Anchorage, AK

2009 Nissan Rogue SL

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

2009 Nissan Rogue SL

Soldotna, AK

UnscoredInsufficient · 0
$5,990185,056 mi

Soldotna, AK

2003 Honda Element DX

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

2003 Honda Element DX

Anchorage, AK

UnscoredInsufficient · 0
$5,999180,068 mi

Anchorage, AK

2015 GMC Terrain Denali

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

2015 GMC Terrain Denali

Anchorage, AK

UnscoredInsufficient · 0
$6,999168,055 mi

Anchorage, AK

2014 Jeep Cherokee Sport

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

2014 Jeep Cherokee Sport

Anchorage, AK

UnscoredInsufficient · 0
$7,83591,000 mi

Anchorage, AK

2012 Chevrolet Traverse LTZ

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

2012 Chevrolet Traverse LTZ

Anchorage, AK

UnscoredInsufficient · 0
$7,988127,845 mi

Anchorage, AK

2014 Subaru XV Crosstrek Premium

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

2014 Subaru XV Crosstrek Premium

Soldotna, AK

UnscoredInsufficient · 0
$7,990243,945 mi

Soldotna, AK

2006 Land Rover Range Rover HSE

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

2006 Land Rover Range Rover HSE

Soldotna, AK

UnscoredInsufficient · 0
$7,990243,352 mi

Soldotna, AK

2009 GMC Acadia SLE

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

2009 GMC Acadia SLE

Anchorage, AK

UnscoredInsufficient · 0
$7,995165,550 mi

Anchorage, AK

2007 Honda Pilot LX

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

2007 Honda Pilot LX

Anchorage, AK

UnscoredInsufficient · 0
$7,995179,351 mi

Anchorage, AK

2005 Jeep Grand Cherokee Limited

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

2005 Jeep Grand Cherokee Limited

Fairbanks, AK

UnscoredInsufficient · 0
$7,995146,981 mi

Fairbanks, AK

2005 BMW X3 2.5i

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

2005 BMW X3 2.5i

Anchorage, AK

UnscoredInsufficient · 0
$7,995166,050 mi

Anchorage, AK

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Anchorage, AK

UnscoredInsufficient · 0
$7,999109,581 mi

Anchorage, AK

2010 Cadillac Escalade Base

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

2010 Cadillac Escalade Base

Anchorage, AK

UnscoredInsufficient · 0
$7,999191,863 mi

Anchorage, AK

2008 Mercedes-Benz GL-Class GL320

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

2008 Mercedes-Benz GL-Class GL320

Anchorage, AK

UnscoredInsufficient · 0
$7,999102,705 mi

Anchorage, AK

2018 Volkswagen Tiguan S

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

2018 Volkswagen Tiguan S

Anchorage, AK

UnscoredInsufficient · 0
$8,135123,000 mi

Anchorage, AK

2016 Hyundai Tucson SE

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

2016 Hyundai Tucson SE

Anchorage, AK

UnscoredInsufficient · 0
$8,13573,603 mi

Anchorage, AK

2010 Mercury Mountaineer Base

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

2010 Mercury Mountaineer Base

Fairbanks, AK

UnscoredInsufficient · 0
$8,39484,190 mi

Fairbanks, AK

2013 Kia Sportage LX

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

2013 Kia Sportage LX

Anchorage, AK

UnscoredInsufficient · 0
$8,888107,690 mi

Anchorage, AK

2016 Jeep Patriot Sport

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

2016 Jeep Patriot Sport

Soldotna, AK

UnscoredInsufficient · 0
$8,99087,740 mi

Soldotna, AK

2018 Jeep Compass Sport

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

2018 Jeep Compass Sport

Wasilla, AK

UnscoredInsufficient · 0
$8,995142,293 mi

Wasilla, AK

2018 Buick Encore Preferred II

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

2018 Buick Encore Preferred II

Fairbanks, AK

UnscoredInsufficient · 0
$8,995127,000 mi

Fairbanks, AK

2011 Subaru Forester X

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

2011 Subaru Forester X

Fairbanks, AK

UnscoredInsufficient · 0
$8,995128,288 mi

Fairbanks, AK

2016 Subaru Forester i

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

2016 Subaru Forester i

Anchorage, AK

UnscoredInsufficient · 0
$8,999126,964 mi

Anchorage, AK

2011 Subaru Forester X Premium Package

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

2011 Subaru Forester X Premium Package

Anchorage, AK

UnscoredInsufficient · 0
$8,999154,311 mi

Anchorage, AK

2019 Jeep Cherokee Altitude

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

2019 Jeep Cherokee Altitude

Anchorage, AK

UnscoredInsufficient · 0
$9,135104,313 mi

Anchorage, AK

2019 Chevrolet Equinox LS

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

2019 Chevrolet Equinox LS

Anchorage, AK

UnscoredInsufficient · 0
$9,135116,000 mi

Anchorage, AK

2017 Nissan Murano SV

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

2017 Nissan Murano SV

Anchorage, AK

UnscoredInsufficient · 0
$9,13598,000 mi

Anchorage, AK

2016 Jeep Cherokee Latitude

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

2016 Jeep Cherokee Latitude

Anchorage, AK

UnscoredInsufficient · 0
$9,50080,125 mi

Anchorage, AK

2011 Kia Sorento SX

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

2011 Kia Sorento SX

Anchorage, AK

UnscoredInsufficient · 0
$9,50072,223 mi

Anchorage, AK

2011 Jeep Compass Limited

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

2011 Jeep Compass Limited

Anchorage, AK

UnscoredInsufficient · 0
$9,900125,015 mi

Anchorage, AK

2020 Hyundai Santa Fe SE

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

2020 Hyundai Santa Fe SE

Soldotna, AK

UnscoredInsufficient · 0
$9,990156,803 mi

Soldotna, AK

2018 Jeep Renegade Sport

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

2018 Jeep Renegade Sport

Anchorage, AK

UnscoredInsufficient · 0
$9,995118,470 mi

Anchorage, AK

2017 Hyundai Tucson Sport

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

2017 Hyundai Tucson Sport

Anchorage, AK

UnscoredInsufficient · 0
$9,995125,363 mi

Anchorage, AK

2016 Ford Escape SE

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

2016 Ford Escape SE

Anchorage, AK

UnscoredInsufficient · 0
$9,995141,105 mi

Anchorage, AK

2016 Ford Escape Titanium

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

2016 Ford Escape Titanium

Fairbanks, AK

UnscoredInsufficient · 0
$9,995110,844 mi

Fairbanks, AK

2005 Dodge Durango SLT

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

2005 Dodge Durango SLT

Fairbanks, AK

UnscoredInsufficient · 0
$9,995152,397 mi

Fairbanks, AK

2005 Cadillac Escalade Base

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

2005 Cadillac Escalade Base

Fairbanks, AK

UnscoredInsufficient · 0
$9,995134,435 mi

Fairbanks, AK

2000 Lexus RX 300

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

2000 Lexus RX 300

Wasilla, AK

UnscoredInsufficient · 0
$9,995129,664 mi

Wasilla, AK

2018 Nissan Rogue SV

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

2018 Nissan Rogue SV

Anchorage, AK

UnscoredInsufficient · 0
$9,999112,322 mi

Anchorage, AK

2017 Buick Encore Preferred

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

2017 Buick Encore Preferred

Anchorage, AK

UnscoredInsufficient · 0
$9,999109,529 mi

Anchorage, AK

2015 Jeep Patriot Sport

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

2015 Jeep Patriot Sport

Anchorage, AK

UnscoredInsufficient · 0
$9,99971,580 mi

Anchorage, AK

2013 Audi Q5 Premium

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

2013 Audi Q5 Premium

Anchorage, AK

UnscoredInsufficient · 0
$9,999121,526 mi

Anchorage, AK

2012 Jeep Liberty Jet Edition

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

2012 Jeep Liberty Jet Edition

Anchorage, AK

UnscoredInsufficient · 0
$9,999120,661 mi

Anchorage, AK

2012 Ford Escape XLT

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

2012 Ford Escape XLT

Anchorage, AK

UnscoredInsufficient · 0
$9,999112,315 mi

Anchorage, AK

2011 Jeep Grand Cherokee Overland

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

2011 Jeep Grand Cherokee Overland

Anchorage, AK

UnscoredInsufficient · 0
$9,99994,995 mi

Anchorage, AK

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 manage their profile, 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, exports, and enhanced merchandising.
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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