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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 16, 2026

5.9M+

Unique vehicles analyzed

as of October 16, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.2M new·2.8M used·Listings processed daily

Or explore the market

23,395 listings found

2001 Chevrolet S-10 LS

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

2001 Chevrolet S-10 LS

Portland, OR

UnscoredInsufficient · 0
$2,995229,165 mi

Portland, OR

1998 Ford Ranger XLT

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

1998 Ford Ranger XLT

Milwaukie, OR

UnscoredInsufficient · 0
$2,995190,618 mi

Milwaukie, OR

No Photo

1997 Ford Ranger XL

Salem, OR

UnscoredInsufficient · 4
$2,995352,873 mi

Comparison: 4 similar vehicles

Salem, OR

1999 Ford Ranger XL

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

1999 Ford Ranger XL

Portland, OR

UnscoredInsufficient · 0
$3,450199,000 mi

Portland, OR

2006 Ford F-150 XL

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

2006 Ford F-150 XL

Milwaukie, OR

UnscoredInsufficient · 3
$3,495215,804 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2002 Dodge Dakota Sport

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

2002 Dodge Dakota Sport

Portland, OR

UnscoredInsufficient · 4
$3,499204,329 mi

Comparison: 4 similar vehicles

Portland, OR

2000 Ford Ranger XL

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

2000 Ford Ranger XL

Portland, OR

UnscoredInsufficient · 0
$3,499234,900 mi

Portland, OR

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Springfield, OR

UnscoredInsufficient · 0
$3,500224,781 mi

Springfield, OR

2003 Ford Explorer Sport Trac XLS

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

2003 Ford Explorer Sport Trac XLS

Salem, OR

UnscoredInsufficient · 0
$3,650213,000 mi

Salem, OR

2004 Ford Explorer Sport Trac XLT

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

2004 Ford Explorer Sport Trac XLT

Salem, OR

UnscoredInsufficient · 0
$3,900193,000 mi

Salem, OR

2004 Toyota Tacoma Prerunner

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

2004 Toyota Tacoma Prerunner

Milwaukie, OR

UnscoredLimited · 5
$3,900337,676 mi

Comparison: 5 similar vehicles

Milwaukie, OR

2007 GMC Sierra 1500 SLE1

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

2007 GMC Sierra 1500 SLE1

Salem, OR

UnscoredInsufficient · 0
$3,950209,000 mi

Salem, OR

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Eugene, OR

UnscoredInsufficient · 0
$3,990199,294 mi

Eugene, OR

2002 Chevrolet Avalanche Base

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

2002 Chevrolet Avalanche Base

Springfield, OR

UnscoredInsufficient · 3
$3,990225,735 mi

Comparison: 3 similar vehicles

Springfield, OR

2004 Dodge Ram 1500 Pickup SLT

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

2004 Dodge Ram 1500 Pickup SLT

Milwaukie, OR

UnscoredInsufficient · 3
$3,995234,920 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2001 Ford Explorer Sport Trac Base

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

2001 Ford Explorer Sport Trac Base

Portland, OR

UnscoredInsufficient · 3
$3,999161,717 mi

Comparison: 3 similar vehicles

Portland, OR

2002 Ford Explorer Sport Trac Value

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

2002 Ford Explorer Sport Trac Value

Ontario, OR

UnscoredInsufficient · 0
$4,120250,090 mi

Ontario, OR

2000 Chevrolet Silverado LS

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

2000 Chevrolet Silverado LS

Salem, OR

UnscoredLimited · 15
$4,194181,857 mi

Comparison: 15 similar vehicles

Salem, OR

2008 Dodge Dakota SXT

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

2008 Dodge Dakota SXT

Salem, OR

UnscoredInsufficient · 0
$4,500215,178 mi

Salem, OR

2003 Nissan Frontier XE

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

2003 Nissan Frontier XE

Albany, OR

UnscoredInsufficient · 0
$4,500202,308 mi

Albany, OR

2008 Ford F-150 XL

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

2008 Ford F-150 XL

Medford, OR

UnscoredInsufficient · 4
$4,590143,771 mi

Comparison: 4 similar vehicles

Medford, OR

1997 Dodge Dakota Base

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

1997 Dodge Dakota Base

La Grande, OR

UnscoredInsufficient · 0
$4,895142,828 mi

La Grande, OR

2000 GMC Sonoma SL

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

2000 GMC Sonoma SL

Canby, OR

UnscoredInsufficient · 0
$4,950193,942 mi

Canby, OR

2015 Nissan Frontier S

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

2015 Nissan Frontier S

Eugene, OR

UnscoredInsufficient · 0
$4,980240,130 mi

Eugene, OR

2007 Nissan Titan SE

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

2007 Nissan Titan SE

Eugene, OR

UnscoredInsufficient · 0
$4,990205,409 mi

Eugene, OR

2005 Nissan Titan SE

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

2005 Nissan Titan SE

Salem, OR

UnscoredInsufficient · 0
$4,995173,452 mi

Salem, OR

2002 Ford F-150 XLT

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

2002 Ford F-150 XLT

Salem, OR

UnscoredInsufficient · 4
$4,995241,645 mi

Comparison: 4 similar vehicles

Salem, OR

2002 Ford Ranger XL

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

2002 Ford Ranger XL

Portland, OR

UnscoredInsufficient · 0
$4,995141,471 mi

Portland, OR

No Photo

2001 Ford Ranger XLT

Eugene, OR

UnscoredInsufficient · 3
$4,995205,150 mi

Comparison: 3 similar vehicles

Eugene, OR

No Photo

2001 Ford F-150 XL

Salem, OR

UnscoredInsufficient · 0
$4,995Mileage not verified

Salem, OR

2000 Dodge Ram Pickup ST

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

2000 Dodge Ram Pickup ST

Milwaukie, OR

UnscoredLimited · 5
$4,995152,521 mi

Comparison: 5 similar vehicles

Milwaukie, OR

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Eugene, OR

UnscoredInsufficient · 0
$4,995174,362 mi

Eugene, OR

2000 Ford F-150 XL

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

2000 Ford F-150 XL

Eugene, OR

UnscoredInsufficient · 0
$4,995Mileage not verified

Eugene, OR

2007 Honda Ridgeline RTL

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

2007 Honda Ridgeline RTL

Salem, OR

UnscoredLimited · 5
$4,999214,930 mi

Comparison: 5 similar vehicles

Salem, OR

2006 Dodge Dakota SLT

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

2006 Dodge Dakota SLT

Sweet Home, OR

UnscoredInsufficient · 0
$4,999139,555 mi

Sweet Home, OR

2005 Ford F-250 Super Duty XLT

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

2005 Ford F-250 Super Duty XLT

Salem, OR

UnscoredLimited · 10
$4,999242,265 mi

Comparison: 10 similar vehicles

Salem, OR

2006 Nissan Titan XE

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

2006 Nissan Titan XE

Salem, OR

UnscoredInsufficient · 0
$5,000176,129 mi

Salem, OR

2002 Chevrolet Silverado 1500 LS

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

2002 Chevrolet Silverado 1500 LS

Grants Pass, OR

UnscoredInsufficient · 0
$5,000262,018 mi

Grants Pass, OR

2013 Chevrolet Silverado 1500 LTZ

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

2013 Chevrolet Silverado 1500 LTZ

Medford, OR

UnscoredInsufficient · 0
$5,075268,441 mi

Medford, OR

2007 Ford F-150 XL

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

2007 Ford F-150 XL

Ontario, OR

UnscoredInsufficient · 0
$5,120177,956 mi

Ontario, OR

2002 Ford F-150 XL

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

2002 Ford F-150 XL

Lebanon, OR

UnscoredLimited · 9
$5,195279,028 mi

Comparison: 9 similar vehicles

Lebanon, OR

1997 Nissan Truck SE

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

1997 Nissan Truck SE

Coos Bay, OR

UnscoredInsufficient · 0
$5,214158,822 mi

Coos Bay, OR

1997 Ford F-150 LARIAT

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

1997 Ford F-150 LARIAT

Cottage Grove, OR

UnscoredInsufficient · 0
$5,241215,143 mi

Cottage Grove, OR

2006 Nissan Frontier XE

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

2006 Nissan Frontier XE

Milwaukie, OR

UnscoredInsufficient · 0
$5,450158,146 mi

Milwaukie, OR

2007 Honda Ridgeline RT

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

2007 Honda Ridgeline RT

Newport, OR

UnscoredInsufficient · 0
$5,465Mileage not verified

Newport, OR

2002 Chevrolet Silverado 1500 LT

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

2002 Chevrolet Silverado 1500 LT

Portland, OR

UnscoredInsufficient · 3
$5,495249,600 mi

Comparison: 3 similar vehicles

Portland, OR

2000 Dodge Dakota SPORT

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

2000 Dodge Dakota SPORT

Albany, OR

UnscoredInsufficient · 0
$5,495227,154 mi

Albany, OR

2008 Chevrolet Silverado 1500 1LT

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

2008 Chevrolet Silverado 1500 1LT

Portland, OR

UnscoredLimited · 14
$5,499224,956 mi

Comparison: 14 similar vehicles

Portland, OR

1997 GMC Sonoma SLS

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

1997 GMC Sonoma SLS

Portland, OR

UnscoredInsufficient · 0
$5,499127,014 mi

Portland, OR

2004 Ford F-350 Super Duty XL

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

2004 Ford F-350 Super Duty XL

Springfield, OR

UnscoredInsufficient · 0
$5,500151,637 mi

Springfield, 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 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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