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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 18, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

302 listings found

2005 Toyota Sienna XLE

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

2005 Toyota Sienna XLE

Billings, MT

UnscoredInsufficient · 0
$2,495267,494 mi

Billings, MT

1997 Chevrolet Venture Base

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

1997 Chevrolet Venture Base

Billings, MT

UnscoredInsufficient · 0
$2,495138,306 mi

Billings, MT

1999 Pontiac Montana SE

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

1999 Pontiac Montana SE

Lewistown, MT

UnscoredInsufficient · 0
$2,777174,481 mi

Lewistown, MT

2010 Chrysler Town & Country Touring

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

2010 Chrysler Town & Country Touring

Billings, MT

UnscoredInsufficient · 0
$3,500245,405 mi

Billings, MT

2006 Toyota Sienna XLE

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

2006 Toyota Sienna XLE

Missoula, MT

UnscoredInsufficient · 0
$3,841195,663 mi

Missoula, MT

2006 Chevrolet Uplander LS

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

2006 Chevrolet Uplander LS

Laurel, MT

UnscoredInsufficient · 0
$3,900206,293 mi

Laurel, MT

2012 Dodge Grand Caravan SXT

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

2012 Dodge Grand Caravan SXT

Lewistown, MT

UnscoredInsufficient · 0
$3,995240,380 mi

Lewistown, MT

2001 Chevrolet Venture Plus

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

2001 Chevrolet Venture Plus

Billings, MT

UnscoredInsufficient · 0
$3,999179,326 mi

Billings, MT

2010 Honda Odyssey EX-L

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

2010 Honda Odyssey EX-L

Billings, MT

UnscoredInsufficient · 0
$4,900221,930 mi

Billings, MT

2019 Dodge Grand Caravan SXT

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

2019 Dodge Grand Caravan SXT

Billings, MT

UnscoredInsufficient · 0
$4,995168,229 mi

Billings, MT

2009 Dodge Grand Caravan SXT

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

2009 Dodge Grand Caravan SXT

Missoula, MT

UnscoredInsufficient · 0
$4,995175,508 mi

Missoula, MT

2008 Toyota Sienna LE

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

2008 Toyota Sienna LE

Ulm, MT

UnscoredInsufficient · 0
$4,995207,192 mi

Ulm, MT

2005 Mazda MPV LX

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

2005 Mazda MPV LX

Ulm, MT

UnscoredInsufficient · 0
$4,995178,883 mi

Ulm, MT

2004 Ford Freestar SE

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

2004 Ford Freestar SE

Billings, MT

UnscoredInsufficient · 0
$4,995156,149 mi

Billings, MT

2015 Chrysler Town & Country Touring

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

2015 Chrysler Town & Country Touring

Lewistown, MT

UnscoredInsufficient · 0
$5,495197,156 mi

Lewistown, MT

2014 Kia Sedona LX

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

2014 Kia Sedona LX

Helena, MT

UnscoredInsufficient · 0
$5,498276,913 mi

Helena, MT

2015 Dodge Grand Caravan SXT

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

2015 Dodge Grand Caravan SXT

Roundup, MT

UnscoredInsufficient · 0
$5,995180,974 mi

Roundup, MT

2005 Chrysler Pacifica Touring

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

2005 Chrysler Pacifica Touring

Missoula, MT

UnscoredInsufficient · 0
$6,995155,683 mi

Missoula, MT

2008 Toyota Sienna CE

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

2008 Toyota Sienna CE

Billings, MT

UnscoredInsufficient · 0
$6,999208,600 mi

Billings, MT

2016 Chrysler Town & Country Touring

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

2016 Chrysler Town & Country Touring

Missoula, MT

UnscoredInsufficient · 3
$7,393161,020 mi

Comparison: 3 similar vehicles

Missoula, MT

2015 Chrysler Town & Country Touring

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

2015 Chrysler Town & Country Touring

Belgrade, MT

UnscoredInsufficient · 0
$7,800105,370 mi

Belgrade, MT

2008 Chrysler Town & Country Limited

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

2008 Chrysler Town & Country Limited

Missoula, MT

UnscoredInsufficient · 0
$7,990136,545 mi

Missoula, MT

2016 Dodge Grand Caravan SE

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

2016 Dodge Grand Caravan SE

Billings, MT

UnscoredInsufficient · 0
$8,900149,736 mi

Billings, MT

2019 Dodge Grand Caravan SE

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

2019 Dodge Grand Caravan SE

Billings, MT

UnscoredInsufficient · 0
$9,995135,950 mi

Billings, MT

2017 Chrysler Pacifica Touring-L Plus

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

2017 Chrysler Pacifica Touring-L Plus

Great Falls, MT

UnscoredInsufficient · 0
$9,995160,574 mi

Great Falls, MT

2013 Honda Odyssey EX

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

2013 Honda Odyssey EX

Helena, MT

UnscoredInsufficient · 0
$9,999216,254 mi

Helena, MT

2014 Toyota Sienna LE

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

2014 Toyota Sienna LE

Billings, MT

UnscoredInsufficient · 0
$10,490152,421 mi

Billings, MT

2014 Chrysler Town & Country Limited

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

2014 Chrysler Town & Country Limited

Belgrade, MT

UnscoredInsufficient · 0
$11,389106,375 mi

Belgrade, MT

2019 Honda Odyssey EX-L

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

2019 Honda Odyssey EX-L

Missoula, MT

UnscoredInsufficient · 3
$11,850179,446 mi

Comparison: 3 similar vehicles

Missoula, MT

2016 Honda Odyssey EX-L

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

2016 Honda Odyssey EX-L

Billings, MT

UnscoredLimited · 5
$12,424167,658 mi

Comparison: 5 similar vehicles

Billings, MT

2018 Chrysler Pacifica Touring L Plus

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

2018 Chrysler Pacifica Touring L Plus

Glendive, MT

UnscoredInsufficient · 0
$12,900122,068 mi

Glendive, MT

2013 Chrysler Town & Country Touring-L

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

2013 Chrysler Town & Country Touring-L

Evergreen, MT

UnscoredInsufficient · 0
$12,900115,563 mi

Evergreen, MT

2022 Chrysler Pacifica Touring L

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

2022 Chrysler Pacifica Touring L

Fairfield, MT

Great DealLimited · 13
$12,995105,267 mi

Market: $14,798 – $27,508

Comparison: 13 similar vehicles

Competitively priced ~12% below the typical range compared to similar vehicles · 205 days listed (based on current market benchmarks)

Fairfield, MT

2018 Chrysler Pacifica Hybrid Touring L

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

2018 Chrysler Pacifica Hybrid Touring L

Billings, MT

UnscoredInsufficient · 0
$12,999125,084 mi

Billings, MT

2016 Honda Odyssey SE

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

2016 Honda Odyssey SE

Great Falls, MT

UnscoredInsufficient · 0
$12,999107,743 mi

Great Falls, MT

2018 Chrysler Pacifica Limited

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

2018 Chrysler Pacifica Limited

Missoula, MT

UnscoredInsufficient · 0
$13,995111,509 mi

Missoula, MT

2018 Honda Odyssey LX

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

2018 Honda Odyssey LX

Missoula, MT

UnscoredInsufficient · 0
$14,500128,614 mi

Missoula, MT

2018 Chrysler Pacifica Touring L

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

2018 Chrysler Pacifica Touring L

Missoula, MT

UnscoredInsufficient · 4
$14,71389,440 mi

Comparison: 4 similar vehicles

Missoula, MT

2015 Honda Odyssey EX-L

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

2015 Honda Odyssey EX-L

Missoula, MT

UnscoredInsufficient · 0
$14,990145,786 mi

Missoula, MT

2011 Toyota Sienna Base

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

2011 Toyota Sienna Base

Missoula, MT

UnscoredInsufficient · 0
$14,990131,966 mi

Missoula, MT

2015 Honda Odyssey EX-L

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

2015 Honda Odyssey EX-L

Billings, MT

UnscoredInsufficient · 0
$14,995139,450 mi

Billings, MT

2019 Dodge Grand Caravan SE

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

2019 Dodge Grand Caravan SE

Plains, MT

UnscoredInsufficient · 4
$15,49570,368 mi

Comparison: 4 similar vehicles

Plains, MT

2007 Dodge Grand Caravan SE

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

2007 Dodge Grand Caravan SE

Great Falls, MT

UnscoredInsufficient · 0
$15,79462,458 mi

Great Falls, MT

2018 Toyota Sienna XLE

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

2018 Toyota Sienna XLE

Billings, MT

UnscoredInsufficient · 0
$15,900199,447 mi

Billings, MT

2018 Toyota Sienna LE

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

2018 Toyota Sienna LE

Billings, MT

UnscoredInsufficient · 0
$15,900120,500 mi

Billings, MT

2019 Honda Odyssey EX

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

2019 Honda Odyssey EX

Missoula, MT

UnscoredInsufficient · 0
$15,995137,021 mi

Missoula, MT

2018 Dodge Grand Caravan SE

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

2018 Dodge Grand Caravan SE

Great Falls, MT

UnscoredInsufficient · 0
$15,99587,517 mi

Great Falls, MT

2023 Chrysler Voyager LX

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

2023 Chrysler Voyager LX

Anaconda, MT

UnscoredLimited · 7
$15,99798,555 mi

Comparison: 7 similar vehicles

Anaconda, MT

2022 Chrysler Pacifica Touring L

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

2022 Chrysler Pacifica Touring L

Missoula, MT

Fair PriceLimited · 19
$15,999104,480 mi

Market: $12,995 – $27,508

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Missoula, MT

2017 Dodge Grand Caravan GT

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

2017 Dodge Grand Caravan GT

Great Falls, MT

UnscoredInsufficient · 0
$16,194106,654 mi

Great Falls, MT

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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