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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 30, 2026

6M+

Unique vehicles analyzed

as of October 29, 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

486 listings found

2004 Subaru Forester XS

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

2004 Subaru Forester XS

Eugene, OR

UnscoredInsufficient · 4
$2,500Mileage not verified

Comparison: 4 similar vehicles

Eugene, OR

2007 Subaru Outback I Basic

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

2007 Subaru Outback I Basic

Eugene, OR

UnscoredInsufficient · 0
$2,990185,957 mi

Eugene, OR

2006 Subaru Forester X

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

2006 Subaru Forester X

Eugene, OR

Unscored
$3,995194,516 mi

Comparison: 5 similar vehicles

Eugene, OR

2007 Subaru Forester 2.5 X

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

2007 Subaru Forester 2.5 X

Eugene, OR

UnscoredInsufficient · 3
$3,999220,787 mi

Comparison: 3 similar vehicles

Eugene, OR

2011 Subaru Outback 3.6R Limited

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

2011 Subaru Outback 3.6R Limited

Eugene, OR

UnscoredInsufficient · 0
$4,995287,285 mi

Eugene, OR

2014 Subaru Forester i

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

2014 Subaru Forester i

Eugene, OR

UnscoredInsufficient · 3
$4,999223,145 mi

Comparison: 3 similar vehicles

Eugene, OR

2007 Subaru Legacy GT Limited

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

2007 Subaru Legacy GT Limited

Eugene, OR

UnscoredInsufficient · 0
$5,299154,048 mi

Eugene, OR

2008 Subaru Outback 2.5i

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

2008 Subaru Outback 2.5i

Eugene, OR

Unscored
$5,980150,120 mi

Comparison: 6 similar vehicles

Eugene, OR

2010 Subaru Outback I Limited

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

2010 Subaru Outback I Limited

Eugene, OR

UnscoredInsufficient · 0
$5,990218,055 mi

Eugene, OR

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Eugene, OR

Unscored
$6,500165,216 mi

Comparison: 5 similar vehicles

Eugene, OR

2016 Subaru Forester i

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

2016 Subaru Forester i

Eugene, OR

Unscored
$6,800169,237 mi

Comparison: 6 similar vehicles

Eugene, OR

2015 Subaru Forester i

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

2015 Subaru Forester i

Eugene, OR

Salvage title
$6,990135,379 mi

Eugene, OR

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Eugene, OR

Unscored
$6,990155,571 mi

Comparison: 5 similar vehicles

Eugene, OR

2015 Subaru Forester i Limited

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

2015 Subaru Forester i Limited

Eugene, OR

Salvage title
$6,990138,961 mi

Eugene, OR

2009 Subaru Forester 2.5X Premium Package

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

2009 Subaru Forester 2.5X Premium Package

Eugene, OR

UnscoredInsufficient · 3
$6,995194,343 mi

Comparison: 3 similar vehicles

Eugene, OR

2008 Subaru Impreza Outback Sport

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

2008 Subaru Impreza Outback Sport

Eugene, OR

UnscoredInsufficient · 0
$6,999124,648 mi

Eugene, OR

2005 Subaru Forester X

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

2005 Subaru Forester X

Eugene, OR

UnscoredInsufficient · 0
$7,245109,195 mi

Eugene, OR

2015 Subaru Forester i Limited

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

2015 Subaru Forester i Limited

Eugene, OR

Salvage title
$7,500119,979 mi

Eugene, OR

2015 Subaru Forester i

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

2015 Subaru Forester i

Eugene, OR

Salvage title
$7,990110,782 mi

Eugene, OR

2015 Subaru Forester i

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

2015 Subaru Forester i

Eugene, OR

Salvage title
$7,990128,327 mi

Eugene, OR

2015 Subaru Forester i Premium

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

2015 Subaru Forester i Premium

Eugene, OR

Salvage title
$7,990115,549 mi

Eugene, OR

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Eugene, OR

Salvage title
$7,990108,204 mi

Eugene, OR

2012 Subaru Impreza 2.0I Premium

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

2012 Subaru Impreza 2.0I Premium

Eugene, OR

UnscoredInsufficient · 3
$7,990167,785 mi

Comparison: 3 similar vehicles

Eugene, OR

2007 Subaru Legacy I Limited

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

2007 Subaru Legacy I Limited

Eugene, OR

UnscoredInsufficient · 0
$7,99053,523 mi

Eugene, OR

No Photo

2014 Subaru Outback 2.5i Premium

Eugene, OR

Unscored
$7,995176,140 mi

Comparison: 9 similar vehicles

Eugene, OR

2013 Subaru XV Crosstrek Limited

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

2013 Subaru XV Crosstrek Limited

Eugene, OR

UnscoredInsufficient · 4
$7,995222,285 mi

Comparison: 4 similar vehicles

Eugene, OR

2011 Subaru Outback 2.5i

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

2011 Subaru Outback 2.5i

Eugene, OR

UnscoredInsufficient · 0
$7,995Mileage not verified

Eugene, OR

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

Eugene, OR

Unscored
$7,995162,310 mi

Comparison: 8 similar vehicles

Eugene, OR

2006 Subaru B9 Tribeca

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

2006 Subaru B9 Tribeca

Eugene, OR

UnscoredInsufficient · 0
$8,245122,432 mi

Eugene, OR

2017 Subaru Outback Base

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

2017 Subaru Outback Base

Eugene, OR

Salvage title
$8,990110,062 mi

Eugene, OR

2015 Subaru Forester i

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

2015 Subaru Forester i

Eugene, OR

Salvage title
$8,99079,484 mi

Eugene, OR

2014 Subaru Outback 2.5i Limited

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

2014 Subaru Outback 2.5i Limited

Eugene, OR

Unscored
$8,995156,920 mi

Comparison: 13 similar vehicles

Eugene, OR

2014 Subaru Forester i Premium

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

2014 Subaru Forester i Premium

Eugene, OR

Salvage title
$9,50066,012 mi

Eugene, OR

2013 Subaru XV Crosstrek Premium

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

2013 Subaru XV Crosstrek Premium

Eugene, OR

UnscoredInsufficient · 3
$9,995215,518 mi

Comparison: 3 similar vehicles

Eugene, OR

2012 Subaru Outback Premium

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

2012 Subaru Outback Premium

Eugene, OR

Unscored
$9,999124,503 mi

Comparison: 18 similar vehicles

Eugene, OR

2011 Subaru Forester X

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

2011 Subaru Forester X

Eugene, OR

Unscored
$10,56689,333 mi

Comparison: 5 similar vehicles

Eugene, OR

2012 Subaru Impreza 2.0I Sport Limited

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

2012 Subaru Impreza 2.0I Sport Limited

Eugene, OR

UnscoredInsufficient · 0
$10,800109,927 mi

Eugene, OR

2014 Subaru XV Crosstrek Hybrid Touring

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

2014 Subaru XV Crosstrek Hybrid Touring

Eugene, OR

UnscoredInsufficient · 0
$10,980145,793 mi

Eugene, OR

2017 Subaru Crosstrek Premium

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

2017 Subaru Crosstrek Premium

Eugene, OR

UnscoredInsufficient · 4
$10,99593,012 mi

Comparison: 4 similar vehicles

Eugene, OR

2016 Subaru Outback Premium

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

2016 Subaru Outback Premium

Eugene, OR

Unscored
$10,995169,185 mi

Comparison: 17 similar vehicles

Eugene, OR

2015 Subaru XV Crosstrek Premium

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

2015 Subaru XV Crosstrek Premium

Eugene, OR

Unscored
$10,995165,582 mi

Comparison: 11 similar vehicles

Eugene, OR

2019 Subaru Outback Base

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

2019 Subaru Outback Base

Eugene, OR

Unscored
$11,990165,109 mi

Comparison: 17 similar vehicles

Eugene, OR

2014 Subaru Forester XT Touring

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

2014 Subaru Forester XT Touring

Eugene, OR

Unscored
$11,995153,309 mi

Comparison: 5 similar vehicles

Eugene, OR

2014 Subaru Impreza 2.0I Premium

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

2014 Subaru Impreza 2.0I Premium

Eugene, OR

Unscored
$11,99793,242 mi

Comparison: 8 similar vehicles

Eugene, OR

2006 Subaru Impreza WRX

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

2006 Subaru Impreza WRX

Eugene, OR

Unscored
$12,195217,437 mi

Comparison: 7 similar vehicles

Eugene, OR

2017 Subaru Legacy Sport

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

2017 Subaru Legacy Sport

Eugene, OR

UnscoredInsufficient · 0
$12,865112,753 mi

Eugene, OR

2016 Subaru Forester XT Premium

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

2016 Subaru Forester XT Premium

Eugene, OR

UnscoredInsufficient · 0
$12,961119,669 mi

Eugene, OR

2013 Subaru XV Crosstrek Limited

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

2013 Subaru XV Crosstrek Limited

Eugene, OR

Unscored
$12,981137,726 mi

Comparison: 7 similar vehicles

Eugene, OR

2018 Subaru WRX Base

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

2018 Subaru WRX Base

Eugene, OR

Salvage title
$12,99061,238 mi

Eugene, OR

2017 Subaru Outback Limited

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

2017 Subaru Outback Limited

Eugene, OR

Unscored
$12,990123,160 mi

Comparison: 55 similar vehicles

Eugene, OR

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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