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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 26, 2026

6.1M+

Unique vehicles analyzed

as of October 26, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.4M new·2.8M used·Listings processed daily

Or explore the market

357 listings found

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Kansas City, KS

UnscoredInsufficient · 4
$3,900155,639 mi

Comparison: 4 similar vehicles

Kansas City, KS

2006 Toyota Corolla LE

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

2006 Toyota Corolla LE

Kansas City, KS

UnscoredInsufficient · 0
$4,500205,210 mi

Kansas City, KS

2005 Toyota Avalon Limited

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

2005 Toyota Avalon Limited

Kansas City, KS

UnscoredInsufficient · 0
$4,900213,516 mi

Kansas City, KS

2005 Toyota Sienna LE

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

2005 Toyota Sienna LE

Kansas City, KS

UnscoredInsufficient · 0
$4,950121,848 mi

Kansas City, KS

2004 Toyota Sienna XLE Limited

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

2004 Toyota Sienna XLE Limited

Kansas City, KS

UnscoredInsufficient · 0
$4,950199,811 mi

Kansas City, KS

2008 Toyota Camry Solara SLE

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

2008 Toyota Camry Solara SLE

Kansas City, KS

UnscoredInsufficient · 0
$5,450159,556 mi

Kansas City, KS

2006 Toyota Sienna XLE Limited

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

2006 Toyota Sienna XLE Limited

Kansas City, KS

UnscoredInsufficient · 0
$5,450173,060 mi

Kansas City, KS

2008 Toyota Highlander Sport

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

2008 Toyota Highlander Sport

Kansas City, KS

UnscoredInsufficient · 0
$5,950220,229 mi

Kansas City, KS

2007 Toyota Camry CE

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

2007 Toyota Camry CE

Kansas City, KS

UnscoredLimited · 5
$5,950110,793 mi

Comparison: 5 similar vehicles

Kansas City, KS

2009 Toyota Corolla LE

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

2009 Toyota Corolla LE

Kansas City, KS

UnscoredLimited · 8
$6,450172,411 mi

Comparison: 8 similar vehicles

Kansas City, KS

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Kansas City, KS

UnscoredInsufficient · 4
$6,550331,497 mi

Comparison: 4 similar vehicles

Kansas City, KS

2014 Toyota Camry SE

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

2014 Toyota Camry SE

Kansas City, KS

UnscoredLimited · 10
$6,950202,356 mi

Comparison: 10 similar vehicles

Kansas City, KS

2013 Toyota Venza XLE

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

2013 Toyota Venza XLE

Kansas City, KS

UnscoredInsufficient · 3
$6,950208,012 mi

Comparison: 3 similar vehicles

Kansas City, KS

2004 Toyota Highlander Base

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

2004 Toyota Highlander Base

Kansas City, KS

UnscoredInsufficient · 0
$6,995214,736 mi

Kansas City, KS

2002 Toyota Sequoia Limited

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

2002 Toyota Sequoia Limited

Kansas City, KS

UnscoredInsufficient · 0
$7,450230,621 mi

Kansas City, KS

2003 Toyota Tundra Limited

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

2003 Toyota Tundra Limited

Kansas City, KS

UnscoredInsufficient · 0
$7,499239,970 mi

Kansas City, KS

2010 Toyota Corolla LE

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

2010 Toyota Corolla LE

Kansas City, KS

UnscoredLimited · 19
$7,500151,291 mi

Comparison: 19 similar vehicles

Kansas City, KS

2008 Toyota RAV4 Limited

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

2008 Toyota RAV4 Limited

Kansas City, KS

UnscoredLimited · 8
$7,599207,402 mi

Comparison: 8 similar vehicles

Kansas City, KS

2007 Toyota Highlander Limited

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

2007 Toyota Highlander Limited

Kansas City, KS

UnscoredInsufficient · 0
$7,900161,975 mi

Kansas City, KS

2018 Toyota Corolla SE

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

2018 Toyota Corolla SE

Kansas City, KS

UnscoredLimited · 6
$7,950248,488 mi

Comparison: 6 similar vehicles

Kansas City, KS

2011 Toyota Sienna SE

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

2011 Toyota Sienna SE

Kansas City, KS

UnscoredInsufficient · 0
$7,950212,836 mi

Kansas City, KS

2008 Toyota 4Runner SR5

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

2008 Toyota 4Runner SR5

Kansas City, KS

UnscoredLimited · 6
$7,995269,168 mi

Comparison: 6 similar vehicles

Kansas City, KS

2005 Toyota 4Runner SR5

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

2005 Toyota 4Runner SR5

Kansas City, KS

UnscoredInsufficient · 3
$7,995209,599 mi

Comparison: 3 similar vehicles

Kansas City, KS

2008 Toyota Camry LE

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

2008 Toyota Camry LE

Kansas City, KS

UnscoredInsufficient · 0
$8,695147,000 mi

Kansas City, KS

2010 Toyota Camry Base

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

2010 Toyota Camry Base

Kansas City, KS

UnscoredInsufficient · 0
$8,900196,873 mi

Kansas City, KS

2004 Toyota 4Runner Sport

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

2004 Toyota 4Runner Sport

Kansas City, KS

UnscoredInsufficient · 0
$8,900210,264 mi

Kansas City, KS

2014 Toyota Corolla S Plus

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

2014 Toyota Corolla S Plus

Kansas City, KS

Salvage title
$8,995172,600 mi

Kansas City, KS

2007 Toyota Camry LE

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

2007 Toyota Camry LE

Kansas City, KS

UnscoredInsufficient · 4
$8,995142,000 mi

Comparison: 4 similar vehicles

Kansas City, KS

2009 Toyota Venza Base

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

2009 Toyota Venza Base

Kansas City, KS

UnscoredInsufficient · 0
$9,499161,550 mi

Kansas City, KS

2007 Toyota Tundra SR5

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

2007 Toyota Tundra SR5

Kansas City, KS

UnscoredInsufficient · 4
$9,500258,602 mi

Comparison: 4 similar vehicles

Kansas City, KS

2016 Toyota Corolla LE Plus

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

2016 Toyota Corolla LE Plus

Kansas City, KS

UnscoredInsufficient · 0
$9,950145,191 mi

Kansas City, KS

2002 Toyota Tacoma Base

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

2002 Toyota Tacoma Base

Kansas City, KS

UnscoredInsufficient · 0
$9,950251,626 mi

Kansas City, KS

2004 Toyota Camry Solara SE

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

2004 Toyota Camry Solara SE

Kansas City, KS

UnscoredInsufficient · 0
$9,998107,058 mi

Kansas City, KS

2014 Toyota Prius Four

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

2014 Toyota Prius Four

Kansas City, KS

UnscoredInsufficient · 0
$10,900123,410 mi

Kansas City, KS

2017 Toyota RAV4 LE

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

2017 Toyota RAV4 LE

Kansas City, KS

UnscoredModerate · 20
$10,950194,583 mi

Comparison: 20 similar vehicles

Kansas City, KS

2019 Toyota Corolla LE

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

2019 Toyota Corolla LE

Kansas City, KS

UnscoredLimited · 7
$10,995155,840 mi

Comparison: 7 similar vehicles

Kansas City, KS

2003 Toyota MR2 Spyder Base

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

2003 Toyota MR2 Spyder Base

Kansas City, KS

UnscoredInsufficient · 0
$10,99973,060 mi

Kansas City, KS

2013 Toyota Sienna Limited

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

2013 Toyota Sienna Limited

Kansas City, KS

UnscoredInsufficient · 0
$11,299186,295 mi

Kansas City, KS

2012 Toyota Camry SE

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

2012 Toyota Camry SE

Kansas City, KS

UnscoredLimited · 11
$11,299152,815 mi

Comparison: 11 similar vehicles

Kansas City, KS

2015 Toyota Camry XSE

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

2015 Toyota Camry XSE

Kansas City, KS

UnscoredInsufficient · 0
$11,500125,535 mi

Kansas City, KS

2015 Toyota RAV4 LE

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

2015 Toyota RAV4 LE

Kansas City, KS

UnscoredLimited · 13
$11,500142,432 mi

Comparison: 13 similar vehicles

Kansas City, KS

2017 Toyota Corolla LE

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

2017 Toyota Corolla LE

Kansas City, KS

UnscoredLimited · 6
$11,995141,115 mi

Comparison: 6 similar vehicles

Kansas City, KS

2009 Toyota Camry LE

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

2009 Toyota Camry LE

Kansas City, KS

UnscoredInsufficient · 3
$11,99880,805 mi

Comparison: 3 similar vehicles

Kansas City, KS

2014 Toyota RAV4 Limited

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

2014 Toyota RAV4 Limited

Kansas City, KS

UnscoredLimited · 7
$12,000164,199 mi

Comparison: 7 similar vehicles

Kansas City, KS

2002 Toyota Avalon XL

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

2002 Toyota Avalon XL

Kansas City, KS

UnscoredInsufficient · 0
$12,49873,085 mi

Kansas City, KS

2010 Toyota Tacoma PreRunner

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

2010 Toyota Tacoma PreRunner

Kansas City, KS

UnscoredInsufficient · 0
$12,950193,823 mi

Kansas City, KS

2012 Toyota Corolla LE

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

2012 Toyota Corolla LE

Kansas City, KS

UnscoredInsufficient · 0
$13,49879,370 mi

Kansas City, KS

2011 Toyota Camry SE

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

2011 Toyota Camry SE

Kansas City, KS

UnscoredInsufficient · 3
$13,49866,440 mi

Comparison: 3 similar vehicles

Kansas City, KS

2018 Toyota Camry SE

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

2018 Toyota Camry SE

Kansas City, KS

UnscoredLimited · 5
$13,900130,043 mi

Comparison: 5 similar vehicles

Kansas City, KS

2008 Toyota FJ Cruiser Base

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

2008 Toyota FJ Cruiser Base

Kansas City, KS

UnscoredLimited · 5
$13,950166,729 mi

Comparison: 5 similar vehicles

Kansas City, KS

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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