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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 9, 2026

7.3M+

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

211 listings found

2010 Nissan Armada Platinum

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

2010 Nissan Armada Platinum

Iron Mountain, MI

UnscoredInsufficient · 0
$7,309209,058 mi

Iron Mountain, MI

2008 Honda CR-V EX

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

2008 Honda CR-V EX

Iron Mountain, MI

UnscoredInsufficient · 0
$7,825155,392 mi

Iron Mountain, MI

2014 Dodge Grand Caravan SE

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

2014 Dodge Grand Caravan SE

Iron Mountain, MI

Unscored
$7,97796,361 mi

Comparison: 5 similar vehicles

Iron Mountain, MI

2010 Buick Lucerne CX

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

2010 Buick Lucerne CX

Iron Mountain, MI

UnscoredInsufficient · 0
$8,24595,087 mi

Iron Mountain, MI

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Iron Mountain, MI

Unscored
$9,24593,507 mi

Comparison: 6 similar vehicles

Iron Mountain, MI

2015 Ford Explorer Base

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

2015 Ford Explorer Base

Iron Mountain, MI

UnscoredInsufficient · 0
$9,855129,157 mi

Iron Mountain, MI

2018 Hyundai Santa Fe Sport

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

2018 Hyundai Santa Fe Sport

Iron Mountain, MI

Unscored
$9,933138,617 mi

Comparison: 18 similar vehicles

Iron Mountain, MI

2015 Chevrolet Equinox LS

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

2015 Chevrolet Equinox LS

Iron Mountain, MI

UnscoredInsufficient · 0
$10,31368,830 mi

Iron Mountain, MI

2018 Kia Sportage LX

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

2018 Kia Sportage LX

Iron Mountain, MI

UnscoredInsufficient · 0
$10,822105,574 mi

Iron Mountain, MI

2016 Subaru Outback Limited

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

2016 Subaru Outback Limited

Iron Mountain, MI

Unscored
$10,922120,821 mi

Comparison: 19 similar vehicles

Iron Mountain, MI

2017 Hyundai Santa Fe Limited Ultimate

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

2017 Hyundai Santa Fe Limited Ultimate

Iron Mountain, MI

UnscoredInsufficient · 0
$10,975130,068 mi

Iron Mountain, MI

2017 Jeep Grand Cherokee Laredo E

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

2017 Jeep Grand Cherokee Laredo E

Iron Mountain, MI

UnscoredInsufficient · 0
$11,800114,012 mi

Iron Mountain, MI

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Iron Mountain, MI

Fair PriceModerate · 29
$12,24598,394 mi

Market: $5,975 – $13,489

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 20 days listed (based on current market benchmarks)

Iron Mountain, MI

2015 Toyota Camry XLE

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

2015 Toyota Camry XLE

Iron Mountain, MI

Unscored
$12,309156,133 mi

Comparison: 6 similar vehicles

Iron Mountain, MI

2019 Chevrolet Trax LT

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

2019 Chevrolet Trax LT

Iron Mountain, MI

Unscored
$12,32267,712 mi

Comparison: 9 similar vehicles

Iron Mountain, MI

2019 Subaru Ascent Limited

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

2019 Subaru Ascent Limited

Iron Mountain, MI

Unscored
$12,333158,255 mi

Comparison: 21 similar vehicles

Iron Mountain, MI

2016 Toyota RAV4 SE

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

2016 Toyota RAV4 SE

Iron Mountain, MI

UnscoredInsufficient · 0
$13,933167,270 mi

Iron Mountain, MI

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Iron Mountain, MI

Fair PriceModerate · 49
$13,994116,178 mi

Market: $9,995 – $20,309

Comparison: 49 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 177 days listed (based on current market benchmarks)

Iron Mountain, MI

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Iron Mountain, MI

Unscored
$14,998161,465 mi

Comparison: 6 similar vehicles

Iron Mountain, MI

2017 RAM 1500 Pickup Big Horn

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

2017 RAM 1500 Pickup Big Horn

Iron Mountain, MI

Unscored
$14,998146,111 mi

Comparison: 6 similar vehicles

Iron Mountain, MI

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Iron Mountain, MI

Unscored
$16,309135,945 mi

Comparison: 12 similar vehicles

Iron Mountain, MI

2018 Jeep Grand Cherokee High Altitude

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

2018 Jeep Grand Cherokee High Altitude

Iron Mountain, MI

Unscored
$17,313125,483 mi

Comparison: 7 similar vehicles

Iron Mountain, MI

2022 Hyundai Santa Cruz SEL

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

2022 Hyundai Santa Cruz SEL

Iron Mountain, MI

UnscoredInsufficient · 0
$20,24584,158 mi

Iron Mountain, MI

2019 Buick Enclave Avenir

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

2019 Buick Enclave Avenir

Iron Mountain, MI

UnscoredInsufficient · 0
$20,245117,334 mi

Iron Mountain, MI

2017 Toyota Sequoia SR5

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

2017 Toyota Sequoia SR5

Iron Mountain, MI

UnscoredInsufficient · 0
$20,313178,185 mi

Iron Mountain, MI

2021 Ford Bronco Sport Big Bend

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

2021 Ford Bronco Sport Big Bend

Iron Mountain, MI

Fair PriceRobust · 52
$20,40965,128 mi

Market: $15,499 – $23,357

Comparison: 52 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 89 days listed (based on current market benchmarks)

Iron Mountain, MI

2024 Chevrolet Trax LT

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

2024 Chevrolet Trax LT

Iron Mountain, MI

Fair PriceLimited · 19
$20,70130,745 mi

Market: $18,777 – $22,309

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 235 days listed (based on current market benchmarks)

Iron Mountain, MI

2024 Chrysler Pacifica Touring L

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

2024 Chrysler Pacifica Touring L

Iron Mountain, MI

Fair PriceModerate · 24
$20,99969,624 mi

Market: $19,999 – $23,998

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Iron Mountain, MI

2024 Chrysler Pacifica Touring L

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

2024 Chrysler Pacifica Touring L

Iron Mountain, MI

Fair PriceModerate · 24
$21,99976,026 mi

Market: $19,999 – $23,998

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Iron Mountain, MI

2002 Ford Mustang GT Deluxe

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

2002 Ford Mustang GT Deluxe

Iron Mountain, MI

UnscoredInsufficient · 0
$22,0007,828 mi

Iron Mountain, MI

2016 Ford F-150 XLT

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

2016 Ford F-150 XLT

Iron Mountain, MI

Fair PriceRobust · 90
$22,774116,142 mi

Market: $9,304 – $28,998

Comparison: 90 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 6 days listed (based on current market benchmarks)

Iron Mountain, MI

2021 Chevrolet Blazer RS

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

2021 Chevrolet Blazer RS

Iron Mountain, MI

Fair PriceLimited · 14
$22,84988,240 mi

Market: $19,689 – $28,245

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Iron Mountain, MI

2019 GMC Acadia Denali

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

2019 GMC Acadia Denali

Iron Mountain, MI

OverpricedLimited · 10
$23,24585,866 mi

Market: $14,877 – $22,894

Comparison: 10 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Iron Mountain, MI

2025 Toyota Camry LE

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

2025 Toyota Camry LE

Iron Mountain, MI

Fair PriceLimited · 19
$23,99951,995 mi

Market: $23,995 – $27,394

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 191 days listed (based on current market benchmarks)

Iron Mountain, MI

2020 GMC Acadia AT4

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

2020 GMC Acadia AT4

Iron Mountain, MI

OverpricedLimited · 18
$24,24560,918 mi

Market: $20,351 – $21,707

Comparison: 18 similar vehicles

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

Iron Mountain, MI

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Iron Mountain, MI

Unscored
$24,62292,603 mi

Comparison: 9 similar vehicles

Iron Mountain, MI

2023 Chrysler Pacifica Limited

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

2023 Chrysler Pacifica Limited

Iron Mountain, MI

Fair PriceModerate · 25
$24,99874,441 mi

Market: $16,990 – $32,902

Comparison: 25 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 292 days listed (based on current market benchmarks)

Iron Mountain, MI

2019 Ford F-150 XLT

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

2019 Ford F-150 XLT

Iron Mountain, MI

UnscoredInsufficient · 4
$24,999113,726 mi

Comparison: 4 similar vehicles

Iron Mountain, MI

2027 Toyota Corolla LE

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

2027 Toyota Corolla LE

Iron Mountain, MI

Unscored
$25,089Mileage not verified

Comparison: 7 similar vehicles

Iron Mountain, MI

2027 Toyota Corolla LE

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

2027 Toyota Corolla LE

Iron Mountain, MI

Unscored
$25,089Mileage not verified

Comparison: 7 similar vehicles

Iron Mountain, MI

2023 GMC Terrain SLE

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

2023 GMC Terrain SLE

Iron Mountain, MI

Fair PriceLimited · 10
$25,24529,415 mi

Market: $23,624 – $28,688

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 69 days listed (based on current market benchmarks)

Iron Mountain, MI

2027 Toyota Corolla LE

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

2027 Toyota Corolla LE

Iron Mountain, MI

Unscored
$25,564Mileage not verified

Comparison: 7 similar vehicles

Iron Mountain, MI

2013 Toyota Tundra Limited

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

2013 Toyota Tundra Limited

Iron Mountain, MI

UnscoredInsufficient · 0
$25,99971,106 mi

Iron Mountain, MI

2024 Chevrolet TrailBlazer RS

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

2024 Chevrolet TrailBlazer RS

Iron Mountain, MI

Unscored
$26,24525,804 mi

Comparison: 7 similar vehicles

Iron Mountain, MI

2019 RAM 1500 Pickup Big Horn/Lone Star

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

2019 RAM 1500 Pickup Big Horn/Lone Star

Iron Mountain, MI

Fair PriceLimited · 14
$26,30981,770 mi

Market: $20,014 – $26,999

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 102 days listed (based on current market benchmarks)

Iron Mountain, MI

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Iron Mountain, MI

Fair PriceLimited · 10
$26,600Mileage not verified

Market: $24,600 – $28,280

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 72 days listed (based on current market benchmarks)

Iron Mountain, MI

2026 Toyota Corolla LE

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

2026 Toyota Corolla LE

Iron Mountain, MI

UnscoredInsufficient · 0
$26,739Mileage not verified

Iron Mountain, MI

2026 Toyota Corolla LE

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

2026 Toyota Corolla LE

Iron Mountain, MI

UnscoredInsufficient · 0
$26,739Mileage not verified

Iron Mountain, MI

2026 Toyota Corolla Hatchback SE

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

2026 Toyota Corolla Hatchback SE

Iron Mountain, MI

UnscoredInsufficient · 3
$26,848Mileage not verified

Comparison: 3 similar vehicles

Iron Mountain, MI

2021 Honda CR-V EX

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

2021 Honda CR-V EX

Iron Mountain, MI

Unscored
$26,86647,259 mi

Comparison: 6 similar vehicles

Iron Mountain, 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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