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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 · November 13, 2026

7.2M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

481 listings found

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

Manistee, MI

Unscored
$2,500171,606 mi

Comparison: 54 similar vehicles

Manistee, MI

2005 Ford Ranger Edge

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

2005 Ford Ranger Edge

Manistee, MI

UnscoredInsufficient · 0
$3,497270,996 mi

Manistee, MI

2007 Pontiac Torrent Base

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

2007 Pontiac Torrent Base

Manistee, MI

UnscoredInsufficient · 3
$3,500172,329 mi

Comparison: 3 similar vehicles

Manistee, MI

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

Manistee, MI

Unscored
$3,995236,653 mi

Comparison: 41 similar vehicles

Manistee, MI

2010 Dodge Grand Caravan Cargo

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

2010 Dodge Grand Caravan Cargo

Manistee, MI

UnscoredInsufficient · 0
$3,995223,434 mi

Manistee, MI

2011 Buick Regal CXL

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

2011 Buick Regal CXL

Manistee, MI

Fair PriceModerate · 21
$4,500107,742 mi

Market: $3,495 – $10,993

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 7 days listed (based on current market benchmarks)

Manistee, MI

2018 Nissan Sentra SR Turbo

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

2018 Nissan Sentra SR Turbo

Manistee, MI

Salvage title
$5,000178,436 mi

Manistee, MI

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

Manistee, MI

Unscored
$5,000222,029 mi

Comparison: 71 similar vehicles

Manistee, MI

2013 Chevrolet Impala LT

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

2013 Chevrolet Impala LT

Manistee, MI

UnscoredInsufficient · 4
$5,000151,654 mi

Comparison: 4 similar vehicles

Manistee, MI

2012 Buick LaCrosse Base

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

2012 Buick LaCrosse Base

Manistee, MI

UnscoredInsufficient · 0
$5,000198,960 mi

Manistee, MI

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Manistee, MI

Unscored
$5,997176,229 mi

Comparison: 64 similar vehicles

Manistee, MI

2016 Chevrolet Spark 2LT

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

2016 Chevrolet Spark 2LT

Manistee, MI

UnscoredInsufficient · 0
$6,000139,131 mi

Manistee, MI

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

Manistee, MI

Fair PriceRobust · 74
$6,670108,180 mi

Market: $2,000 – $46,995

Comparison: 74 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Manistee, MI

2017 Chrysler Pacifica Touring

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

2017 Chrysler Pacifica Touring

Manistee, MI

Unscored
$7,270196,409 mi

Comparison: 52 similar vehicles

Manistee, MI

2011 Chevrolet Silverado 1500 LT

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

2011 Chevrolet Silverado 1500 LT

Manistee, MI

Unscored
$7,400138,629 mi

Comparison: 50 similar vehicles

Manistee, MI

2018 Chevrolet Malibu 1LS

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

2018 Chevrolet Malibu 1LS

Manistee, MI

Unscored
$8,000144,569 mi

Comparison: 19 similar vehicles

Manistee, MI

2009 Toyota Tacoma Base

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

2009 Toyota Tacoma Base

Manistee, MI

Unscored
$8,500272,770 mi

Comparison: 5 similar vehicles

Manistee, MI

2012 Buick Enclave Leather

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

2012 Buick Enclave Leather

Manistee, MI

OverpricedLimited · 16
$8,970129,435 mi

Market: $4,291 – $7,995

Comparison: 16 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Manistee, MI

2014 Subaru Outback 2.5i Premium

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

2014 Subaru Outback 2.5i Premium

Manistee, MI

Unscored
$9,000124,279 mi

Comparison: 25 similar vehicles

Manistee, MI

2015 Ford Escape SE

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

2015 Ford Escape SE

Manistee, MI

Unscored
$9,840123,682 mi

Comparison: 124 similar vehicles

Manistee, MI

2012 Jeep Wrangler Unlimited Sport

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

2012 Jeep Wrangler Unlimited Sport

Manistee, MI

Unscored
$10,500153,051 mi

Comparison: 9 similar vehicles

Manistee, MI

2013 Ford F-150 XLT

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

2013 Ford F-150 XLT

Manistee, MI

Unscored
$10,997152,425 mi

Comparison: 159 similar vehicles

Manistee, MI

2017 Chrysler Pacifica Touring-L

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

2017 Chrysler Pacifica Touring-L

Manistee, MI

Unscored
$11,270120,216 mi

Comparison: 103 similar vehicles

Manistee, MI

2016 Subaru Outback Limited

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

2016 Subaru Outback Limited

Manistee, MI

Unscored
$11,500150,266 mi

Comparison: 43 similar vehicles

Manistee, MI

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Manistee, MI

Unscored
$11,800181,115 mi

Comparison: 189 similar vehicles

Manistee, MI

2017 Ford Explorer Limited

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

2017 Ford Explorer Limited

Manistee, MI

Unscored
$12,270157,698 mi

Comparison: 42 similar vehicles

Manistee, MI

2021 Nissan Sentra S

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

2021 Nissan Sentra S

Manistee, MI

Unscored
$12,500102,959 mi

Comparison: 5 similar vehicles

Manistee, MI

2015 RAM 2500 ST

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

2015 RAM 2500 ST

Manistee, MI

UnscoredInsufficient · 0
$12,800194,775 mi

Manistee, MI

2015 GMC Yukon Denali

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

2015 GMC Yukon Denali

Manistee, MI

Unscored
$12,949184,133 mi

Comparison: 5 similar vehicles

Manistee, MI

2021 Nissan Maxima SV

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

2021 Nissan Maxima SV

Manistee, MI

UnscoredInsufficient · 3
$12,970144,509 mi

Comparison: 3 similar vehicles

Manistee, MI

2017 Subaru Forester Premium

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

2017 Subaru Forester Premium

Manistee, MI

Unscored
$12,990135,742 mi

Comparison: 7 similar vehicles

Manistee, MI

2012 Ford F-350 Super Duty Lariat

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

2012 Ford F-350 Super Duty Lariat

Manistee, MI

Unscored
$12,997217,582 mi

Comparison: 13 similar vehicles

Manistee, MI

2018 Ford Escape SEL

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

2018 Ford Escape SEL

Manistee, MI

Fair PriceRobust · 143
$13,75076,822 mi

Market: $5,780 – $15,998

Comparison: 143 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 58 days listed (based on current market benchmarks)

Manistee, MI

2017 Ford Escape SE

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

2017 Ford Escape SE

Manistee, MI

Unscored
$14,27030,370 mi

Comparison: 7 similar vehicles

Manistee, MI

2000 Chevrolet Corvette Base

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

2000 Chevrolet Corvette Base

Manistee, MI

Fair PriceLimited · 11
$16,00052,836 mi

Market: $15,900 – $17,394

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Manistee, MI

2017 Toyota RAV4 Limited

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

2017 Toyota RAV4 Limited

Manistee, MI

Unscored
$15,231172,244 mi

Comparison: 41 similar vehicles

Manistee, MI

2018 Chrysler Pacifica Limited

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

2018 Chrysler Pacifica Limited

Manistee, MI

Fair PriceRobust · 50
$15,270117,039 mi

Market: $9,268 – $18,883

Comparison: 50 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 9 days listed (based on current market benchmarks)

Manistee, MI

2020 Nissan Altima SR

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

2020 Nissan Altima SR

Manistee, MI

Fair PriceRobust · 59
$15,39775,171 mi

Market: $8,162 – $18,990

Comparison: 59 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 82 days listed (based on current market benchmarks)

Manistee, MI

2020 Jeep Cherokee Limited

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

2020 Jeep Cherokee Limited

Manistee, MI

Fair PriceRobust · 126
$15,400107,526 mi

Market: $6,380 – $22,022

Comparison: 126 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 107 days listed (based on current market benchmarks)

Manistee, MI

2017 GMC Sierra 1500 SLT

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

2017 GMC Sierra 1500 SLT

Manistee, MI

Unscored
$15,400199,256 mi

Comparison: 111 similar vehicles

Manistee, MI

2019 Ford Explorer XLT

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

2019 Ford Explorer XLT

Manistee, MI

UnscoredInsufficient · 4
$15,477123,566 mi

Comparison: 4 similar vehicles

Manistee, MI

2017 Kia Sportage SX

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

2017 Kia Sportage SX

Manistee, MI

UnscoredInsufficient · 0
$15,90047,459 mi

Manistee, MI

2020 Nissan Rogue S

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

2020 Nissan Rogue S

Manistee, MI

UnscoredInsufficient · 0
$16,00048,317 mi

Manistee, MI

2019 Jeep Grand Cherokee Altitude

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

2019 Jeep Grand Cherokee Altitude

Manistee, MI

UnscoredInsufficient · 4
$16,200108,907 mi

Comparison: 4 similar vehicles

Manistee, MI

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

Manistee, MI

Fair PriceRobust · 189
$16,30064,071 mi

Market: $5,495 – $16,348

Comparison: 189 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Manistee, MI

2023 Chevrolet Equinox LS

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

2023 Chevrolet Equinox LS

Manistee, MI

Fair PriceModerate · 33
$16,500116,348 mi

Market: $13,295 – $22,685

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Manistee, MI

2021 Hyundai Sonata SEL Plus

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

2021 Hyundai Sonata SEL Plus

Manistee, MI

Unscored
$16,50093,103 mi

Comparison: 9 similar vehicles

Manistee, MI

2021 Mazda CX-5 Touring

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

2021 Mazda CX-5 Touring

Manistee, MI

Unscored
$16,700126,242 mi

Comparison: 38 similar vehicles

Manistee, MI

2021 Mazda Mazda3 Preferred

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

2021 Mazda Mazda3 Preferred

Manistee, MI

UnscoredInsufficient · 0
$16,770114,497 mi

Manistee, MI

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Manistee, MI

Unscored
$17,00069,823 mi

Comparison: 5 similar vehicles

Manistee, MI

Trust signal layer

Demand-Verified Deals™

The Demand-Verified badge is sell-through evidence — the matched cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, and this listing has not been listed longer than the cohort’s typical time on market. A listing coming off the market is not always a sale. 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 time on market, 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 cohort of similar vehicles whose listings recently came off the market is leaving the market faster than its market baseline, the cohort meets minimum-sample and freshness requirements, and this specific listing has not been listed longer than the cohort's typical time on market. 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 recently 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.
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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