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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 4, 2026

6.8M+

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

101 listings found

2018 Jeep Compass Latitude

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

2018 Jeep Compass Latitude

Malvern, OH

Fair PriceModerate · 36
$10,888101,021 mi

Market: $8,500 – $20,188

Comparison: 36 similar vehicles

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

Malvern, OH

2019 Subaru Impreza Premium

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

2019 Subaru Impreza Premium

Malvern, OH

Fair PriceLimited · 19
$14,388101,461 mi

Market: $9,434 – $14,695

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Malvern, OH

2021 Kia Sportage S

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

2021 Kia Sportage S

Malvern, OH

Fair PriceModerate · 28
$16,38868,316 mi

Market: $12,595 – $18,382

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Malvern, OH

2018 Mazda CX-5 Sport

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

2018 Mazda CX-5 Sport

Malvern, OH

UnscoredInsufficient · 3
$16,88880,984 mi

Comparison: 3 similar vehicles

Malvern, OH

2020 Jeep Wrangler Unlimited Sport

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

2020 Jeep Wrangler Unlimited Sport

Malvern, OH

Unscored
$17,888136,392 mi

Comparison: 13 similar vehicles

Malvern, OH

2023 Volkswagen Tiguan SE

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

2023 Volkswagen Tiguan SE

Malvern, OH

Unscored
$18,88868,094 mi

Comparison: 6 similar vehicles

Malvern, OH

2024 Chevrolet TrailBlazer LT

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

2024 Chevrolet TrailBlazer LT

Malvern, OH

Fair PriceModerate · 23
$20,18834,714 mi

Market: $19,447 – $22,798

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 96 days listed (based on current market benchmarks)

Malvern, OH

2022 Jeep Grand Cherokee Overland 4xe

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

2022 Jeep Grand Cherokee Overland 4xe

Malvern, OH

UnscoredInsufficient · 0
$20,38893,306 mi

Malvern, OH

2020 Subaru Forester Limited

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

2020 Subaru Forester Limited

Malvern, OH

Unscored
$20,88880,803 mi

Comparison: 5 similar vehicles

Malvern, OH

2023 Kia Sportage LX

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

2023 Kia Sportage LX

Malvern, OH

Great DealLimited · 14
$21,38839,842 mi

Market: $22,497 – $23,842

Comparison: 14 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 63 days listed (based on current market benchmarks)

Malvern, OH

2022 Jeep Grand Cherokee WK Laredo X

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

2022 Jeep Grand Cherokee WK Laredo X

Malvern, OH

UnscoredInsufficient · 4
$22,38873,568 mi

Comparison: 4 similar vehicles

Malvern, OH

2022 Volkswagen Atlas Cross Sport SE w/Tech

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

2022 Volkswagen Atlas Cross Sport SE w/Tech

Malvern, OH

Fair PriceModerate · 41
$22,38888,715 mi

Market: $15,995 – $26,163

Comparison: 41 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 5 days listed (based on current market benchmarks)

Malvern, OH

2020 Jeep Gladiator Sport S

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

2020 Jeep Gladiator Sport S

Malvern, OH

Fair PriceRobust · 118
$22,38896,944 mi

Market: $16,443 – $27,898

Comparison: 118 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Malvern, OH

2019 Cadillac XTS Luxury

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

2019 Cadillac XTS Luxury

Malvern, OH

UnscoredInsufficient · 0
$22,38851,809 mi

Malvern, OH

2022 Ford Explorer XLT

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

2022 Ford Explorer XLT

Malvern, OH

Fair PriceLimited · 19
$23,18876,121 mi

Market: $19,198 – $27,436

Comparison: 19 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Malvern, OH

2023 Ford Explorer XLT

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

2023 Ford Explorer XLT

Malvern, OH

Unscored
$23,38896,863 mi

Comparison: 8 similar vehicles

Malvern, OH

2024 Chevrolet Equinox RS

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

2024 Chevrolet Equinox RS

Malvern, OH

OverpricedLimited · 19
$23,88833,806 mi

Market: $22,969 – $23,214

Comparison: 19 similar vehicles

Priced ~3% above the typical market range for similar vehicles (based on current market benchmarks)

Malvern, OH

2025 Honda Civic Sport

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

2025 Honda Civic Sport

Malvern, OH

Fair PriceLimited · 13
$24,38828,844 mi

Market: $24,175 – $25,948

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Malvern, OH

2023 Jeep Grand Cherokee Limited

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

2023 Jeep Grand Cherokee Limited

Malvern, OH

UnscoredInsufficient · 3
$24,38864,547 mi

Comparison: 3 similar vehicles

Malvern, OH

2019 RAM 1500 Classic Big Horn

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

2019 RAM 1500 Classic Big Horn

Malvern, OH

UnscoredInsufficient · 0
$24,38850,288 mi

Malvern, OH

2024 Toyota Camry SE

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

2024 Toyota Camry SE

Malvern, OH

Fair PriceModerate · 42
$25,38823,383 mi

Market: $17,500 – $31,150

Comparison: 42 similar vehicles

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

Malvern, OH

2012 Dodge Challenger SRT8

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

2012 Dodge Challenger SRT8

Malvern, OH

UnscoredInsufficient · 0
$25,38854,662 mi

Malvern, OH

2022 Jeep Grand Cherokee WK Laredo X

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

2022 Jeep Grand Cherokee WK Laredo X

Malvern, OH

Fair PriceLimited · 12
$25,88841,258 mi

Market: $25,780 – $27,326

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 165 days listed (based on current market benchmarks)

Malvern, OH

2020 RAM 1500 Pickup Big Horn/Lone Star

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

2020 RAM 1500 Pickup Big Horn/Lone Star

Malvern, OH

Fair PriceRobust · 67
$26,38870,215 mi

Market: $16,995 – $33,898

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Malvern, OH

2023 Ford Bronco Sport Outer Banks

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

2023 Ford Bronco Sport Outer Banks

Malvern, OH

Fair PriceLimited · 11
$26,88824,258 mi

Market: $26,194 – $27,696

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 81 days listed (based on current market benchmarks)

Malvern, OH

2024 Dodge Durango GT

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

2024 Dodge Durango GT

Malvern, OH

Unscored
$27,38866,539 mi

Comparison: 9 similar vehicles

Malvern, OH

2022 Jeep Gladiator Rubicon

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

2022 Jeep Gladiator Rubicon

Malvern, OH

Great DealModerate · 21
$27,38862,896 mi

Market: $28,392 – $34,999

Comparison: 21 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 117 days listed (based on current market benchmarks)

Malvern, OH

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

Malvern, OH

Fair PriceRobust · 57
$27,38870,648 mi

Market: $16,198 – $30,875

Comparison: 57 similar vehicles

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

Malvern, OH

2023 Dodge Charger SXT

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

2023 Dodge Charger SXT

Malvern, OH

Unscored
$28,18847,816 mi

Comparison: 6 similar vehicles

Malvern, OH

2024 Subaru Crosstrek Wilderness

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

2024 Subaru Crosstrek Wilderness

Malvern, OH

Fair PriceModerate · 39
$28,88829,266 mi

Market: $26,948 – $30,254

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 8 days listed (based on current market benchmarks)

Malvern, OH

2023 Jeep Grand Cherokee L Altitude

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

2023 Jeep Grand Cherokee L Altitude

Malvern, OH

Fair PriceModerate · 22
$29,38845,591 mi

Market: $27,631 – $30,900

Comparison: 22 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 74 days listed (based on current market benchmarks)

Malvern, OH

2024 Jeep Wrangler 4-Door Rubicon

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

2024 Jeep Wrangler 4-Door Rubicon

Malvern, OH

Unscored
$30,88870,147 mi

Comparison: 9 similar vehicles

Malvern, OH

2022 Dodge Durango R/T

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

2022 Dodge Durango R/T

Malvern, OH

Fair PriceModerate · 24
$31,38873,145 mi

Market: $25,995 – $36,495

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 50 days listed (based on current market benchmarks)

Malvern, OH

2026 Jeep Compass Trailhawk

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

2026 Jeep Compass Trailhawk

Malvern, OH

Fair PriceRobust · 82
$32,048Mileage not verified

Market: $27,995 – $38,350

Comparison: 82 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 165 days listed (based on current market benchmarks)

Malvern, OH

2023 Dodge Durango GT

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

2023 Dodge Durango GT

Malvern, OH

Fair PriceRobust · 71
$32,38832,673 mi

Market: $28,450 – $39,988

Comparison: 71 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Malvern, OH

2022 Ford Ranger Lariat

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

2022 Ford Ranger Lariat

Malvern, OH

UnscoredInsufficient · 0
$33,38819,034 mi

Malvern, OH

2023 Ford Explorer TIMBERLINE

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

2023 Ford Explorer TIMBERLINE

Malvern, OH

Unscored
$33,88823,803 mi

Comparison: 6 similar vehicles

Malvern, OH

2023 RAM 1500 Pickup Big Horn/Lone Star

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

2023 RAM 1500 Pickup Big Horn/Lone Star

Malvern, OH

Fair PriceLimited · 14
$34,18856,122 mi

Market: $26,200 – $34,198

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Malvern, OH

2023 Ford Ranger XLT

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

2023 Ford Ranger XLT

Malvern, OH

Fair PriceRobust · 52
$34,18822,743 mi

Market: $30,788 – $36,483

Comparison: 52 similar vehicles

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

Malvern, OH

2023 Jeep Grand Cherokee Summit

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

2023 Jeep Grand Cherokee Summit

Malvern, OH

Fair PriceModerate · 26
$34,38849,352 mi

Market: $28,947 – $39,015

Comparison: 26 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 56 days listed (based on current market benchmarks)

Malvern, OH

2022 GMC Sierra 1500 Limited SLT

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

2022 GMC Sierra 1500 Limited SLT

Malvern, OH

Fair PriceRobust · 102
$34,38880,777 mi

Market: $26,443 – $37,485

Comparison: 102 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Malvern, OH

2023 Nissan Frontier PRO-4X

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

2023 Nissan Frontier PRO-4X

Malvern, OH

Unscored
$35,38810,492 mi

Comparison: 5 similar vehicles

Malvern, OH

2026 Jeep Compass Limited Altitude

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

2026 Jeep Compass Limited Altitude

Malvern, OH

Fair PriceRobust · 124
$35,838Mileage not verified

Market: $28,828 – $38,325

Comparison: 124 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 185 days listed (based on current market benchmarks)

Malvern, OH

2023 Ford F-150 XL

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

2023 Ford F-150 XL

Malvern, OH

Unscored
$35,88860,803 mi

Comparison: 6 similar vehicles

Malvern, OH

2025 Honda Odyssey EX-L

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

2025 Honda Odyssey EX-L

Malvern, OH

Unscored
$37,18827,633 mi

Comparison: 7 similar vehicles

Malvern, OH

2024 Kia Telluride EX X-Line

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

2024 Kia Telluride EX X-Line

Malvern, OH

Unscored
$37,38822,006 mi

Comparison: 6 similar vehicles

Malvern, OH

2022 Jeep Wrangler Unlimited High Tide

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

2022 Jeep Wrangler Unlimited High Tide

Malvern, OH

UnscoredInsufficient · 3
$37,38814,656 mi

Comparison: 3 similar vehicles

Malvern, OH

2021 Toyota 4Runner Night Shade

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

2021 Toyota 4Runner Night Shade

Malvern, OH

UnscoredInsufficient · 3
$38,38874,330 mi

Comparison: 3 similar vehicles

Malvern, OH

2025 RAM 1500 Pickup Big Horn/Lone Star

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

2025 RAM 1500 Pickup Big Horn/Lone Star

Malvern, OH

Unscored
$39,38854,785 mi

Comparison: 8 similar vehicles

Malvern, OH

2019 Ford F-150 Raptor

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

2019 Ford F-150 Raptor

Malvern, OH

Fair PriceLimited · 16
$39,38889,176 mi

Market: $31,370 – $43,184

Comparison: 16 similar vehicles

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

Malvern, OH

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.
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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