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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 22, 2026

6M+

Unique vehicles analyzed

as of October 21, 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

521 listings found

2009 Toyota Sienna LE

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

2009 Toyota Sienna LE

Pikeville, KY

UnscoredInsufficient · 4
$2,999280,037 mi

Comparison: 4 similar vehicles

Pikeville, KY

2011 Toyota Sienna XLE

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

2011 Toyota Sienna XLE

Alexandria, KY

UnscoredLimited · 10
$4,385298,442 mi

Comparison: 10 similar vehicles

Alexandria, KY

2012 Toyota Sienna LE

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

2012 Toyota Sienna LE

Richmond, KY

UnscoredLimited · 11
$4,399305,433 mi

Comparison: 11 similar vehicles

Richmond, KY

2008 Toyota Sienna LE

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

2008 Toyota Sienna LE

Summersville, KY

UnscoredLimited · 6
$4,500227,997 mi

Comparison: 6 similar vehicles

Summersville, KY

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Louisville, KY

UnscoredInsufficient · 0
$5,100220,112 mi

Louisville, KY

2008 Toyota Sienna LE

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

2008 Toyota Sienna LE

Louisville, KY

UnscoredLimited · 6
$5,335208,968 mi

Comparison: 6 similar vehicles

Louisville, KY

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Pikeville, KY

UnscoredLimited · 8
$5,500275,062 mi

Comparison: 8 similar vehicles

Pikeville, KY

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Hartford, KY

UnscoredLimited · 17
$5,900240,316 mi

Comparison: 17 similar vehicles

Hartford, KY

2000 Toyota Sienna LE

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

2000 Toyota Sienna LE

Mount Sterling, KY

UnscoredInsufficient · 0
$5,995146,306 mi

Mount Sterling, KY

2006 Toyota Sienna LE

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

2006 Toyota Sienna LE

Olive Hill, KY

UnscoredInsufficient · 3
$6,500169,601 mi

Comparison: 3 similar vehicles

Olive Hill, KY

2010 Toyota Sienna LE

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

2010 Toyota Sienna LE

Louisville, KY

UnscoredInsufficient · 0
$6,885158,632 mi

Louisville, KY

2012 Toyota Sienna XLE

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

2012 Toyota Sienna XLE

Crestwood, KY

UnscoredLimited · 5
$6,900206,112 mi

Comparison: 5 similar vehicles

Crestwood, KY

2011 Toyota Sienna SE

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

2011 Toyota Sienna SE

Paris, KY

UnscoredInsufficient · 3
$6,950213,510 mi

Comparison: 3 similar vehicles

Paris, KY

2011 Toyota Sienna XLE

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

2011 Toyota Sienna XLE

Henderson, KY

UnscoredLimited · 12
$6,980269,176 mi

Comparison: 12 similar vehicles

Henderson, KY

2014 Toyota Sienna XLE

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

2014 Toyota Sienna XLE

Shepherdsville, KY

UnscoredModerate · 23
$6,995256,890 mi

Comparison: 23 similar vehicles

Shepherdsville, KY

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Pikeville, KY

UnscoredLimited · 9
$6,995211,839 mi

Comparison: 9 similar vehicles

Pikeville, KY

2013 Toyota Sienna L

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

2013 Toyota Sienna L

Lexington, KY

UnscoredInsufficient · 0
$6,995170,000 mi

Lexington, KY

2015 Toyota Sienna SE

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

2015 Toyota Sienna SE

Crestwood, KY

UnscoredLimited · 10
$7,900240,419 mi

Comparison: 10 similar vehicles

Crestwood, KY

2012 Toyota Sienna XLE

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

2012 Toyota Sienna XLE

Mount Sterling, KY

UnscoredLimited · 17
$7,995232,951 mi

Comparison: 17 similar vehicles

Mount Sterling, KY

2011 Toyota Sienna XLE

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

2011 Toyota Sienna XLE

Mount Sterling, KY

UnscoredLimited · 9
$7,995192,567 mi

Comparison: 9 similar vehicles

Mount Sterling, KY

2011 Toyota Sienna XLE

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

2011 Toyota Sienna XLE

Florence, KY

UnscoredInsufficient · 3
$7,999228,621 mi

Comparison: 3 similar vehicles

Florence, KY

2010 Toyota Sienna XLE

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

2010 Toyota Sienna XLE

Somerset, KY

UnscoredInsufficient · 0
$7,999218,533 mi

Somerset, KY

2014 Toyota Sienna XLE

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

2014 Toyota Sienna XLE

Louisville, KY

UnscoredModerate · 23
$8,195179,043 mi

Comparison: 23 similar vehicles

Louisville, KY

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Ashland, KY

UnscoredModerate · 21
$8,500180,569 mi

Comparison: 21 similar vehicles

Ashland, KY

2014 Toyota Sienna LE

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

2014 Toyota Sienna LE

Lexington, KY

UnscoredLimited · 16
$8,800173,449 mi

Comparison: 16 similar vehicles

Lexington, KY

2012 Toyota Sienna LE

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

2012 Toyota Sienna LE

Louisville, KY

UnscoredLimited · 7
$8,990Mileage not verified

Comparison: 7 similar vehicles

Louisville, KY

2017 Toyota Sienna SE Premium

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

2017 Toyota Sienna SE Premium

Louisville, KY

UnscoredModerate · 27
$8,995223,427 mi

Comparison: 27 similar vehicles

Louisville, KY

2013 Toyota Sienna LE

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

2013 Toyota Sienna LE

Clay City, KY

UnscoredLimited · 16
$8,995162,000 mi

Comparison: 16 similar vehicles

Clay City, KY

2014 Toyota Sienna XLE

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

2014 Toyota Sienna XLE

Lexington, KY

UnscoredModerate · 24
$8,999213,054 mi

Comparison: 24 similar vehicles

Lexington, KY

2015 Toyota Sienna LE

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

2015 Toyota Sienna LE

Campbellsville, KY

UnscoredLimited · 12
$9,147294,370 mi

Comparison: 12 similar vehicles

Campbellsville, KY

2014 Toyota Sienna SE

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

2014 Toyota Sienna SE

Richmond, KY

UnscoredInsufficient · 0
$9,599205,827 mi

Richmond, KY

2011 Toyota Sienna XLE

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

2011 Toyota Sienna XLE

Henderson, KY

UnscoredLimited · 12
$9,900218,930 mi

Comparison: 12 similar vehicles

Henderson, KY

2011 Toyota Sienna LE

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

2011 Toyota Sienna LE

Louisville, KY

UnscoredLimited · 15
$9,990144,643 mi

Comparison: 15 similar vehicles

Louisville, KY

2015 Toyota Sienna XLE

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

2015 Toyota Sienna XLE

Lexington, KY

UnscoredRobust · 53
$9,995144,498 mi

Comparison: 53 similar vehicles

Lexington, KY

2012 Toyota Sienna SE

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

2012 Toyota Sienna SE

Mount Sterling, KY

UnscoredInsufficient · 0
$9,995178,568 mi

Mount Sterling, KY

2012 Toyota Sienna Limited

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

2012 Toyota Sienna Limited

Lexington, KY

UnscoredInsufficient · 0
$10,250203,109 mi

Lexington, KY

2015 Toyota Sienna XLE

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

2015 Toyota Sienna XLE

Lexington, KY

UnscoredRobust · 53
$10,999190,166 mi

Comparison: 53 similar vehicles

Lexington, KY

2012 Toyota Sienna XLE

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

2012 Toyota Sienna XLE

Louisville, KY

Fair PriceModerate · 21
$11,990Mileage not verified

Market: $5,995 – $15,495

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 712 days listed (based on current market benchmarks)

Louisville, KY

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Lexington, KY

Fair PriceModerate · 36
$11,995109,000 mi

Market: $5,500 – $16,491

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 181 days listed (based on current market benchmarks)

Lexington, KY

2017 Toyota Sienna SE

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

2017 Toyota Sienna SE

Louisville, KY

UnscoredLimited · 8
$11,999173,758 mi

Comparison: 8 similar vehicles

Louisville, KY

2016 Toyota Sienna XLE

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

2016 Toyota Sienna XLE

Lexington, KY

UnscoredRobust · 54
$11,999191,756 mi

Comparison: 54 similar vehicles

Lexington, KY

2016 Toyota Sienna L

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

2016 Toyota Sienna L

Crittenden, KY

UnscoredInsufficient · 0
$11,999183,290 mi

Crittenden, KY

2015 Toyota Sienna SE

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

2015 Toyota Sienna SE

Owensboro, KY

UnscoredLimited · 6
$11,999152,767 mi

Comparison: 6 similar vehicles

Owensboro, KY

2013 Toyota Sienna XLE

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

2013 Toyota Sienna XLE

Campbellsville, KY

UnscoredModerate · 31
$12,649180,063 mi

Comparison: 31 similar vehicles

Campbellsville, KY

2014 Toyota Sienna XLE

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

2014 Toyota Sienna XLE

Somerset, KY

UnscoredModerate · 27
$12,900257,545 mi

Comparison: 27 similar vehicles

Somerset, KY

2014 Toyota Sienna XLE

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

2014 Toyota Sienna XLE

Corbin, KY

UnscoredModerate · 27
$12,990138,010 mi

Comparison: 27 similar vehicles

Corbin, KY

2014 Toyota Sienna XLE

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

2014 Toyota Sienna XLE

Somerset, KY

UnscoredModerate · 27
$13,900240,987 mi

Comparison: 27 similar vehicles

Somerset, KY

2016 Toyota Sienna SE

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

2016 Toyota Sienna SE

Louisville, KY

UnscoredInsufficient · 0
$14,000144,725 mi

Louisville, KY

2016 Toyota Sienna XLE

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

2016 Toyota Sienna XLE

Strunk, KY

UnscoredModerate · 26
$14,275208,580 mi

Comparison: 26 similar vehicles

Strunk, KY

2012 Toyota Sienna XLE

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

2012 Toyota Sienna XLE

Bowling Green, KY

Fair PriceModerate · 22
$14,772109,196 mi

Market: $5,995 – $15,495

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 27 days listed (based on current market benchmarks)

Bowling Green, KY

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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