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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 6, 2026

7.1M+

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

331 listings found

2014 Ford Edge SEL

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

2014 Ford Edge SEL

Ozark, AL

Unscored
$6,495171,076 mi

Comparison: 18 similar vehicles

Ozark, AL

1994 Chevrolet Camaro

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

1994 Chevrolet Camaro

Ozark, AL

UnscoredInsufficient · 0
$7,690Mileage not verified

Ozark, AL

2014 Volkswagen Tiguan S

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

2014 Volkswagen Tiguan S

Ozark, AL

Unscored
$8,995133,625 mi

Comparison: 7 similar vehicles

Ozark, AL

2012 Hyundai Genesis 3.8

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

2012 Hyundai Genesis 3.8

Ozark, AL

Unscored
$9,695110,796 mi

Comparison: 8 similar vehicles

Ozark, AL

2018 Mitsubishi Outlander SE

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

2018 Mitsubishi Outlander SE

Ozark, AL

Unscored
$10,622121,998 mi

Comparison: 5 similar vehicles

Ozark, AL

2014 Cadillac SRX Luxury Collection

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

2014 Cadillac SRX Luxury Collection

Ozark, AL

Fair PriceLimited · 16
$10,690111,262 mi

Market: $4,499 – $10,995

Comparison: 16 similar vehicles

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

Ozark, AL

2006 Ford Ranger XL

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

2006 Ford Ranger XL

Ozark, AL

UnscoredInsufficient · 0
$10,69085,966 mi

Ozark, AL

2010 BMW 3 Series 328i

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

2010 BMW 3 Series 328i

Ozark, AL

Unscored
$10,995118,823 mi

Comparison: 9 similar vehicles

Ozark, AL

2017 Kia Sorento LX

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

2017 Kia Sorento LX

Ozark, AL

Fair PriceModerate · 34
$11,682113,863 mi

Market: $4,284 – $16,795

Comparison: 34 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Ozark, AL

2008 Mercedes-Benz M-Class ML550

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

2008 Mercedes-Benz M-Class ML550

Ozark, AL

UnscoredInsufficient · 0
$11,995186,818 mi

Ozark, AL

2015 Chrysler 300 Limited

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

2015 Chrysler 300 Limited

Ozark, AL

Unscored
$12,382106,913 mi

Comparison: 7 similar vehicles

Ozark, AL

2017 Ford Fusion SE

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

2017 Ford Fusion SE

Ozark, AL

UnscoredInsufficient · 0
$12,92958,679 mi

Ozark, AL

2020 Dodge Journey SE

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

2020 Dodge Journey SE

Ozark, AL

Fair PriceModerate · 39
$13,58285,019 mi

Market: $5,499 – $16,500

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Ozark, AL

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Ozark, AL

Fair PriceRobust · 110
$13,685106,064 mi

Market: $6,000 – $18,752

Comparison: 110 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 15 days listed (based on current market benchmarks)

Ozark, AL

2018 Ford Edge Titanium

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

2018 Ford Edge Titanium

Ozark, AL

Fair PriceRobust · 56
$14,28294,703 mi

Market: $7,900 – $25,598

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Ozark, AL

2013 Ford F-150 Platinum

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

2013 Ford F-150 Platinum

Ozark, AL

Unscored
$14,682178,200 mi

Comparison: 16 similar vehicles

Ozark, AL

2016 Jeep Wrangler Unlimited Sport S

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

2016 Jeep Wrangler Unlimited Sport S

Ozark, AL

Unscored
$14,683160,142 mi

Comparison: 102 similar vehicles

Ozark, AL

2019 Jeep Cherokee Latitude

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

2019 Jeep Cherokee Latitude

Ozark, AL

Fair PriceModerate · 45
$14,687111,584 mi

Market: $5,322 – $18,900

Comparison: 45 similar vehicles

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

Ozark, AL

2014 Nissan Frontier SV

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

2014 Nissan Frontier SV

Ozark, AL

Unscored
$14,687151,753 mi

Comparison: 20 similar vehicles

Ozark, AL

2021 Kia Forte GT-Line

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

2021 Kia Forte GT-Line

Ozark, AL

Fair PriceLimited · 12
$15,19291,965 mi

Market: $11,694 – $17,395

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 98 days listed (based on current market benchmarks)

Ozark, AL

2020 Ford Edge SEL

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

2020 Ford Edge SEL

Ozark, AL

Fair PriceModerate · 42
$15,277108,757 mi

Market: $8,888 – $17,090

Comparison: 42 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Ozark, AL

2019 Subaru Impreza Premium

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

2019 Subaru Impreza Premium

Ozark, AL

UnscoredInsufficient · 0
$15,48264,871 mi

Ozark, AL

2016 Hyundai Tucson Limited

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

2016 Hyundai Tucson Limited

Ozark, AL

Fair PriceModerate · 37
$15,81772,094 mi

Market: $5,990 – $16,990

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Ozark, AL

2021 Volkswagen Jetta S

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

2021 Volkswagen Jetta S

Ozark, AL

Fair PriceModerate · 27
$15,98765,318 mi

Market: $7,600 – $18,820

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 22 days listed (based on current market benchmarks)

Ozark, AL

2015 Mercedes-Benz M-Class ML350

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

2015 Mercedes-Benz M-Class ML350

Ozark, AL

Fair PriceModerate · 30
$15,995115,469 mi

Market: $6,980 – $26,000

Comparison: 30 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Ozark, AL

2019 Nissan Rogue Sport SV

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

2019 Nissan Rogue Sport SV

Ozark, AL

UnscoredInsufficient · 4
$16,18771,811 mi

Comparison: 4 similar vehicles

Ozark, AL

2020 Ford Escape SEL

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

2020 Ford Escape SEL

Ozark, AL

Fair PriceLimited · 15
$16,38245,435 mi

Market: $15,395 – $17,499

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 85 days listed (based on current market benchmarks)

Ozark, AL

2020 Chevrolet Equinox 1FL

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

2020 Chevrolet Equinox 1FL

Ozark, AL

UnscoredInsufficient · 0
$16,48771,700 mi

Ozark, AL

2021 Jeep Grand Cherokee Laredo X

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

2021 Jeep Grand Cherokee Laredo X

Ozark, AL

Fair PriceRobust · 133
$16,682101,657 mi

Market: $14,516 – $24,598

Comparison: 133 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 64 days listed (based on current market benchmarks)

Ozark, AL

2019 Ford Ranger XL

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

2019 Ford Ranger XL

Ozark, AL

Unscored
$16,682121,861 mi

Comparison: 8 similar vehicles

Ozark, AL

2016 Chevrolet Colorado LT

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

2016 Chevrolet Colorado LT

Ozark, AL

Fair PriceModerate · 42
$17,14791,041 mi

Market: $13,398 – $29,598

Comparison: 42 similar vehicles

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

Ozark, AL

2024 Nissan Versa Sedan SR

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

2024 Nissan Versa Sedan SR

Ozark, AL

Fair PriceModerate · 38
$17,28255,279 mi

Market: $15,489 – $18,985

Comparison: 38 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 48 days listed (based on current market benchmarks)

Ozark, AL

2020 Hyundai Tucson Ultimate

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

2020 Hyundai Tucson Ultimate

Ozark, AL

Fair PriceLimited · 13
$17,38290,890 mi

Market: $11,995 – $18,658

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Ozark, AL

2019 Chrysler 300 Touring

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

2019 Chrysler 300 Touring

Ozark, AL

Unscored
$17,43777,333 mi

Comparison: 7 similar vehicles

Ozark, AL

2020 Subaru Forester Touring

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

2020 Subaru Forester Touring

Ozark, AL

Unscored
$17,582101,737 mi

Comparison: 8 similar vehicles

Ozark, AL

2020 Buick Enclave Essence

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

2020 Buick Enclave Essence

Ozark, AL

Fair PriceModerate · 47
$17,58788,795 mi

Market: $12,700 – $21,750

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 117 days listed (based on current market benchmarks)

Ozark, AL

2010 Hummer H3T Base

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

2010 Hummer H3T Base

Ozark, AL

UnscoredInsufficient · 0
$17,628112,254 mi

Ozark, AL

2024 Nissan Rogue S

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

2024 Nissan Rogue S

Ozark, AL

Fair PriceRobust · 295
$17,68273,411 mi

Market: $13,794 – $21,995

Comparison: 295 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 99 days listed (based on current market benchmarks)

Ozark, AL

2020 Nissan Rogue Sport S

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

2020 Nissan Rogue Sport S

Ozark, AL

UnscoredInsufficient · 0
$17,68253,324 mi

Ozark, AL

2023 Chevrolet Malibu 1LT

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

2023 Chevrolet Malibu 1LT

Ozark, AL

UnscoredInsufficient · 4
$17,99783,810 mi

Comparison: 4 similar vehicles

Ozark, AL

2018 Volkswagen Atlas SEL Premium

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

2018 Volkswagen Atlas SEL Premium

Ozark, AL

Unscored
$18,28293,617 mi

Comparison: 6 similar vehicles

Ozark, AL

2024 Nissan Altima S

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

2024 Nissan Altima S

Ozark, AL

Fair PriceLimited · 18
$18,38258,979 mi

Market: $16,898 – $20,995

Comparison: 18 similar vehicles

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

Ozark, AL

2018 Ford F-150 XL

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

2018 Ford F-150 XL

Ozark, AL

UnscoredInsufficient · 3
$18,682144,320 mi

Comparison: 3 similar vehicles

Ozark, AL

2018 Honda Accord Touring

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

2018 Honda Accord Touring

Ozark, AL

Unscored
$18,682121,693 mi

Comparison: 48 similar vehicles

Ozark, AL

2018 Acura MDX Base

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

2018 Acura MDX Base

Ozark, AL

Fair PriceModerate · 37
$18,833105,482 mi

Market: $12,000 – $21,968

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 67 days listed (based on current market benchmarks)

Ozark, AL

2023 Nissan Rogue S

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

2023 Nissan Rogue S

Ozark, AL

Fair PriceRobust · 67
$18,84763,425 mi

Market: $15,000 – $22,084

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 47 days listed (based on current market benchmarks)

Ozark, AL

2022 Mitsubishi Outlander ES

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

2022 Mitsubishi Outlander ES

Ozark, AL

UnscoredInsufficient · 0
$19,08247,288 mi

Ozark, AL

2020 Subaru Forester Limited

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

2020 Subaru Forester Limited

Ozark, AL

Fair PriceRobust · 67
$19,09499,564 mi

Market: $12,985 – $25,969

Comparison: 67 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 138 days listed (based on current market benchmarks)

Ozark, AL

2014 Jeep Wrangler Unlimited Sport

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

2014 Jeep Wrangler Unlimited Sport

Ozark, AL

UnscoredInsufficient · 0
$19,13554,084 mi

Ozark, AL

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

Ozark, AL

Fair PriceRobust · 56
$19,34386,809 mi

Market: $16,885 – $26,715

Comparison: 56 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 141 days listed (based on current market benchmarks)

Ozark, AL

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 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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