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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 24, 2026

6M+

Unique vehicles analyzed

as of October 23, 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

3,730 listings found

2008 Toyota Tundra SR5

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

2008 Toyota Tundra SR5

Medford, OR

UnscoredInsufficient · 0
$5,614211,622 mi

Medford, OR

2011 Toyota Tundra Grade

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

2011 Toyota Tundra Grade

Portland, OR

UnscoredLimited · 6
$5,995256,112 mi

Comparison: 6 similar vehicles

Portland, OR

2011 Toyota Tacoma Base

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

2011 Toyota Tacoma Base

Milwaukie, OR

UnscoredModerate · 21
$6,995343,866 mi

Comparison: 21 similar vehicles

Milwaukie, OR

2003 Toyota Tundra Limited

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

2003 Toyota Tundra Limited

Gresham, OR

UnscoredInsufficient · 0
$7,995269,477 mi

Gresham, OR

1999 Toyota Tacoma Base

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

1999 Toyota Tacoma Base

Portland, OR

UnscoredInsufficient · 4
$7,999245,122 mi

Comparison: 4 similar vehicles

Portland, OR

2003 Toyota Tundra SR5

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

2003 Toyota Tundra SR5

Portland, OR

UnscoredInsufficient · 3
$8,491188,430 mi

Comparison: 3 similar vehicles

Portland, OR

2001 Toyota Tundra SR5

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

2001 Toyota Tundra SR5

Eugene, OR

UnscoredInsufficient · 0
$8,982197,454 mi

Eugene, OR

2005 Toyota Tacoma PreRunner

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

2005 Toyota Tacoma PreRunner

Portland, OR

UnscoredLimited · 6
$8,988240,117 mi

Comparison: 6 similar vehicles

Portland, OR

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Eugene, OR

UnscoredLimited · 8
$8,990191,680 mi

Comparison: 8 similar vehicles

Eugene, OR

2002 Toyota Tacoma Prerunner

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

2002 Toyota Tacoma Prerunner

Milwaukie, OR

UnscoredLimited · 10
$8,990192,350 mi

Comparison: 10 similar vehicles

Milwaukie, OR

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Portland, OR

UnscoredLimited · 16
$8,995203,183 mi

Comparison: 16 similar vehicles

Portland, OR

2004 Toyota Tundra SR5

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

2004 Toyota Tundra SR5

Cornelius, OR

UnscoredInsufficient · 0
$8,995197,079 mi

Cornelius, OR

2001 Toyota Tacoma Base

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

2001 Toyota Tacoma Base

Portland, OR

UnscoredLimited · 9
$8,995226,991 mi

Comparison: 9 similar vehicles

Portland, OR

2000 Toyota Tacoma Base

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

2000 Toyota Tacoma Base

Cornelius, OR

UnscoredLimited · 5
$8,995158,852 mi

Comparison: 5 similar vehicles

Cornelius, OR

1999 Toyota Tacoma Base

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

1999 Toyota Tacoma Base

Milwaukie, OR

UnscoredInsufficient · 3
$8,995275,875 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Eugene, OR

UnscoredLimited · 12
$9,000339,493 mi

Comparison: 12 similar vehicles

Eugene, OR

2012 Toyota Tundra Grade

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

2012 Toyota Tundra Grade

Medford, OR

UnscoredInsufficient · 3
$9,285311,632 mi

Comparison: 3 similar vehicles

Medford, OR

2006 Toyota Tundra SR5

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

2006 Toyota Tundra SR5

Portland, OR

UnscoredLimited · 16
$9,495188,203 mi

Comparison: 16 similar vehicles

Portland, OR

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Portland, OR

UnscoredLimited · 5
$9,95080,380 mi

Comparison: 5 similar vehicles

Portland, OR

2011 Toyota Tundra Grade

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

2011 Toyota Tundra Grade

Portland, OR

UnscoredLimited · 6
$9,995219,611 mi

Comparison: 6 similar vehicles

Portland, OR

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Milwaukie, OR

UnscoredInsufficient · 3
$9,995292,657 mi

Comparison: 3 similar vehicles

Milwaukie, OR

2002 Toyota Tacoma Base

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

2002 Toyota Tacoma Base

Milwaukie, OR

UnscoredInsufficient · 4
$9,995229,815 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2003 Toyota Tacoma Base

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

2003 Toyota Tacoma Base

Milwaukie, OR

UnscoredInsufficient · 4
$9,999249,052 mi

Comparison: 4 similar vehicles

Milwaukie, OR

2006 Toyota Tacoma PreRunner

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

2006 Toyota Tacoma PreRunner

Milwaukie, OR

UnscoredLimited · 6
$10,595203,968 mi

Comparison: 6 similar vehicles

Milwaukie, OR

1998 Toyota T100 SR5

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

1998 Toyota T100 SR5

Milwaukie, OR

UnscoredInsufficient · 0
$10,595330,992 mi

Milwaukie, OR

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Salem, OR

UnscoredLimited · 5
$10,995254,000 mi

Comparison: 5 similar vehicles

Salem, OR

2005 Toyota Tacoma PreRunner

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

2005 Toyota Tacoma PreRunner

Milwaukie, OR

UnscoredLimited · 6
$10,995194,146 mi

Comparison: 6 similar vehicles

Milwaukie, OR

2007 Toyota Tundra Limited

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

2007 Toyota Tundra Limited

Medford, OR

UnscoredInsufficient · 3
$11,597242,625 mi

Comparison: 3 similar vehicles

Medford, OR

2010 Toyota Tacoma Base

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

2010 Toyota Tacoma Base

Albany, OR

UnscoredLimited · 13
$11,990271,649 mi

Comparison: 13 similar vehicles

Albany, OR

2008 Toyota Tundra SR5

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

2008 Toyota Tundra SR5

Portland, OR

UnscoredLimited · 7
$11,995217,886 mi

Comparison: 7 similar vehicles

Portland, OR

2008 Toyota Tundra Grade

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

2008 Toyota Tundra Grade

Milwaukie, OR

UnscoredInsufficient · 0
$11,995195,782 mi

Milwaukie, OR

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Portland, OR

UnscoredLimited · 5
$11,995219,987 mi

Comparison: 5 similar vehicles

Portland, OR

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Portland, OR

UnscoredInsufficient · 3
$11,995224,189 mi

Comparison: 3 similar vehicles

Portland, OR

2000 Toyota Tundra SR5

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

2000 Toyota Tundra SR5

Portland, OR

UnscoredInsufficient · 0
$11,995128,741 mi

Portland, OR

2000 Toyota Tacoma Base

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

2000 Toyota Tacoma Base

Milwaukie, OR

Salvage title
$11,999188,123 mi

Milwaukie, OR

2006 Toyota Tacoma Base

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

2006 Toyota Tacoma Base

Cottage Grove, OR

UnscoredLimited · 8
$12,241232,151 mi

Comparison: 8 similar vehicles

Cottage Grove, OR

2008 Toyota Tacoma Base

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

2008 Toyota Tacoma Base

Gladstone, OR

UnscoredInsufficient · 4
$12,245244,353 mi

Comparison: 4 similar vehicles

Gladstone, OR

2012 Toyota Tacoma Base

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

2012 Toyota Tacoma Base

Cornelius, OR

UnscoredRobust · 52
$12,950252,654 mi

Comparison: 52 similar vehicles

Cornelius, OR

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Salem, OR

UnscoredLimited · 8
$12,990208,143 mi

Comparison: 8 similar vehicles

Salem, OR

2002 Toyota Tacoma Prerunner

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

2002 Toyota Tacoma Prerunner

Salem, OR

UnscoredInsufficient · 3
$12,990204,633 mi

Comparison: 3 similar vehicles

Salem, OR

No Photo

2012 Toyota Tacoma Base

Eugene, OR

UnscoredRobust · 58
$12,995183,626 mi

Comparison: 58 similar vehicles

Eugene, OR

2007 Toyota Tacoma Base

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

2007 Toyota Tacoma Base

Portland, OR

UnscoredLimited · 10
$12,995231,111 mi

Comparison: 10 similar vehicles

Portland, OR

2009 Toyota Tacoma Base

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

2009 Toyota Tacoma Base

Salem, OR

UnscoredLimited · 10
$13,245241,093 mi

Comparison: 10 similar vehicles

Salem, OR

2005 Toyota Tacoma Base

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

2005 Toyota Tacoma Base

Medford, OR

UnscoredLimited · 8
$13,488202,253 mi

Comparison: 8 similar vehicles

Medford, OR

2003 Toyota Tacoma Prerunner

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

2003 Toyota Tacoma Prerunner

Milwaukie, OR

UnscoredInsufficient · 0
$13,595268,198 mi

Milwaukie, OR

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Bend, OR

UnscoredLimited · 13
$13,708140,222 mi

Comparison: 13 similar vehicles

Bend, OR

2002 Toyota Tundra SR5

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

2002 Toyota Tundra SR5

Canby, OR

UnscoredLimited · 5
$13,900145,662 mi

Comparison: 5 similar vehicles

Canby, OR

2016 Toyota Tacoma SR

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

2016 Toyota Tacoma SR

Portland, OR

UnscoredInsufficient · 3
$13,995169,187 mi

Comparison: 3 similar vehicles

Portland, OR

2013 Toyota Tundra Grade

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

2013 Toyota Tundra Grade

Portland, OR

UnscoredInsufficient · 3
$13,995201,575 mi

Comparison: 3 similar vehicles

Portland, OR

2010 Toyota Tundra Grade

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

2010 Toyota Tundra Grade

Dallas, OR

UnscoredLimited · 18
$13,995164,120 mi

Comparison: 18 similar vehicles

Dallas, OR

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. 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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