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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 12, 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

415 listings found

2015 Chevrolet Spark LS

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

2015 Chevrolet Spark LS

Marion, AR

UnscoredInsufficient · 0
$6,36686,654 mi

Marion, AR

2014 Ford Escape S

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

2014 Ford Escape S

Marion, AR

Unscored
$6,900127,537 mi

Comparison: 8 similar vehicles

Marion, AR

2012 Ford E-Series Econoline Van Commercial

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

2012 Ford E-Series Econoline Van Commercial

Marion, AR

UnscoredInsufficient · 3
$6,900273,626 mi

Comparison: 3 similar vehicles

Marion, AR

2015 Nissan Altima S

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

2015 Nissan Altima S

Marion, AR

Unscored
$9,011132,463 mi

Comparison: 29 similar vehicles

Marion, AR

2012 Honda Accord LX

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

2012 Honda Accord LX

Marion, AR

Unscored
$10,435180,118 mi

Comparison: 13 similar vehicles

Marion, AR

2018 Ford Taurus SEL

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

2018 Ford Taurus SEL

Marion, AR

UnscoredInsufficient · 0
$10,592128,815 mi

Marion, AR

2017 Nissan Frontier S

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

2017 Nissan Frontier S

Marion, AR

Unscored
$10,613146,852 mi

Comparison: 20 similar vehicles

Marion, AR

2009 Chevrolet Traverse LS

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

2009 Chevrolet Traverse LS

Marion, AR

UnscoredInsufficient · 0
$10,90050,032 mi

Marion, AR

2018 Jeep Renegade Sport

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

2018 Jeep Renegade Sport

Marion, AR

UnscoredInsufficient · 0
$11,32476,919 mi

Marion, AR

2020 Kia Sportage LX

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

2020 Kia Sportage LX

Marion, AR

Fair PriceModerate · 22
$12,12099,616 mi

Market: $7,000 – $15,995

Comparison: 22 similar vehicles

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

Marion, AR

2013 Land Rover LR4 Base

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

2013 Land Rover LR4 Base

Marion, AR

UnscoredInsufficient · 0
$12,271128,825 mi

Marion, AR

2019 Toyota RAV4 XLE

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

2019 Toyota RAV4 XLE

Marion, AR

Unscored
$12,371205,164 mi

Comparison: 16 similar vehicles

Marion, AR

2019 GMC Acadia SLE-2

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

2019 GMC Acadia SLE-2

Marion, AR

Unscored
$13,569171,851 mi

Comparison: 13 similar vehicles

Marion, AR

2023 Kia Forte LXS

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

2023 Kia Forte LXS

Marion, AR

Fair PriceModerate · 27
$14,242100,861 mi

Market: $12,900 – $21,999

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 92 days listed (based on current market benchmarks)

Marion, AR

2019 Nissan Altima S

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

2019 Nissan Altima S

Marion, AR

Fair PriceLimited · 15
$14,69782,617 mi

Market: $14,995 – $16,640

Comparison: 15 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 27 days listed (based on current market benchmarks)

Marion, AR

2022 Kia FORTE LXS

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

2022 Kia FORTE LXS

Marion, AR

Unscored
$14,724100,514 mi

Comparison: 5 similar vehicles

Marion, AR

2020 GMC Terrain SLE

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

2020 GMC Terrain SLE

Marion, AR

Unscored
$14,729132,544 mi

Comparison: 12 similar vehicles

Marion, AR

2021 Ford Explorer Base

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

2021 Ford Explorer Base

Marion, AR

UnscoredInsufficient · 4
$14,840111,400 mi

Comparison: 4 similar vehicles

Marion, AR

2021 Nissan Rogue SV

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

2021 Nissan Rogue SV

Marion, AR

Unscored
$14,862129,908 mi

Comparison: 13 similar vehicles

Marion, AR

2022 RAM Promaster City Base

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

2022 RAM Promaster City Base

Marion, AR

UnscoredInsufficient · 0
$14,90050,350 mi

Marion, AR

2017 Toyota Corolla L

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

2017 Toyota Corolla L

Marion, AR

UnscoredInsufficient · 0
$15,02578,615 mi

Marion, AR

2022 Kia FORTE GT

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

2022 Kia FORTE GT

Marion, AR

UnscoredInsufficient · 0
$15,11691,899 mi

Marion, AR

2014 Honda CR-V EX-L

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

2014 Honda CR-V EX-L

Marion, AR

Unscored
$15,11690,000 mi

Comparison: 6 similar vehicles

Marion, AR

2020 Hyundai Kona SEL

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

2020 Hyundai Kona SEL

Marion, AR

OverpricedLimited · 15
$15,11872,989 mi

Market: $9,500 – $13,808

Comparison: 15 similar vehicles

Priced ~9% above the typical market range for similar vehicles (based on current market benchmarks)

Marion, AR

2018 RAM 1500 Pickup Tradesman

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

2018 RAM 1500 Pickup Tradesman

Marion, AR

Unscored
$15,124141,159 mi

Comparison: 13 similar vehicles

Marion, AR

2019 GMC Acadia SLT-2

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

2019 GMC Acadia SLT-2

Marion, AR

UnscoredInsufficient · 0
$15,428128,945 mi

Marion, AR

2021 Jeep Cherokee Altitude

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

2021 Jeep Cherokee Altitude

Marion, AR

Unscored
$15,45586,502 mi

Comparison: 13 similar vehicles

Marion, AR

2017 INFINITI QX80 Base

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

2017 INFINITI QX80 Base

Marion, AR

Unscored
$15,527127,237 mi

Comparison: 8 similar vehicles

Marion, AR

2019 Hyundai Veloster R-Spec

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

2019 Hyundai Veloster R-Spec

Marion, AR

UnscoredInsufficient · 0
$15,69096,706 mi

Marion, AR

2022 Hyundai Elantra Blue

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

2022 Hyundai Elantra Blue

Marion, AR

Unscored
$15,89174,277 mi

Comparison: 5 similar vehicles

Marion, AR

2018 Jeep Grand Cherokee Limited

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

2018 Jeep Grand Cherokee Limited

Marion, AR

Fair PriceLimited · 16
$15,900102,643 mi

Market: $12,999 – $19,366

Comparison: 16 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 29 days listed (based on current market benchmarks)

Marion, AR

2015 Chevrolet Express Passenger LS

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

2015 Chevrolet Express Passenger LS

Marion, AR

UnscoredInsufficient · 0
$15,900125,319 mi

Marion, AR

2017 GMC Yukon XL Denali

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

2017 GMC Yukon XL Denali

Marion, AR

Unscored
$16,011190,370 mi

Comparison: 5 similar vehicles

Marion, AR

2025 Nissan Versa Sedan SV

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

2025 Nissan Versa Sedan SV

Marion, AR

Unscored
$16,52742,525 mi

Comparison: 17 similar vehicles

Marion, AR

2023 Kia Forte LXS

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

2023 Kia Forte LXS

Marion, AR

UnscoredInsufficient · 0
$16,62757,713 mi

Marion, AR

2022 Ford Ranger XLT

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

2022 Ford Ranger XLT

Marion, AR

Unscored
$16,673135,376 mi

Comparison: 10 similar vehicles

Marion, AR

2023 Kia Forte LXS

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

2023 Kia Forte LXS

Marion, AR

Fair PriceModerate · 27
$16,81971,494 mi

Market: $12,900 – $21,999

Comparison: 27 similar vehicles

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

Marion, AR

2020 Nissan Altima SV

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

2020 Nissan Altima SV

Marion, AR

UnscoredInsufficient · 0
$16,82667,527 mi

Marion, AR

2024 Hyundai Santa Cruz SEL

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

2024 Hyundai Santa Cruz SEL

Marion, AR

UnscoredInsufficient · 0
$16,882110,776 mi

Marion, AR

2019 Ford F-250 Super Duty XL

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

2019 Ford F-250 Super Duty XL

Marion, AR

Unscored
$16,900214,966 mi

Comparison: 11 similar vehicles

Marion, AR

2022 Hyundai Elantra SEL

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

2022 Hyundai Elantra SEL

Marion, AR

Fair PriceLimited · 15
$17,06779,683 mi

Market: $15,998 – $18,266

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 3 days listed (based on current market benchmarks)

Marion, AR

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Marion, AR

Unscored
$17,11757,644 mi

Comparison: 34 similar vehicles

Marion, AR

2024 Nissan Sentra SV

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

2024 Nissan Sentra SV

Marion, AR

Unscored
$17,12743,032 mi

Comparison: 15 similar vehicles

Marion, AR

2019 Dodge Durango GT Plus

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

2019 Dodge Durango GT Plus

Marion, AR

Unscored
$17,128134,838 mi

Comparison: 6 similar vehicles

Marion, AR

2020 Volkswagen Jetta GLI S

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

2020 Volkswagen Jetta GLI S

Marion, AR

UnscoredInsufficient · 0
$17,45766,466 mi

Marion, AR

2025 Nissan Sentra SV

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

2025 Nissan Sentra SV

Marion, AR

Unscored
$17,62747,942 mi

Comparison: 14 similar vehicles

Marion, AR

2024 Hyundai Elantra SEL

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

2024 Hyundai Elantra SEL

Marion, AR

UnscoredInsufficient · 4
$17,68768,326 mi

Comparison: 4 similar vehicles

Marion, AR

2023 Hyundai Elantra SEL

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

2023 Hyundai Elantra SEL

Marion, AR

Fair PriceModerate · 31
$17,76495,117 mi

Market: $16,907 – $18,566

Comparison: 31 similar vehicles

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

Marion, AR

2023 Kia Sportage EX

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

2023 Kia Sportage EX

Marion, AR

Great DealLimited · 12
$17,77886,111 mi

Market: $22,291 – $22,716

Comparison: 12 similar vehicles

Competitively priced ~20% below the typical range compared to similar vehicles · 147 days listed (based on current market benchmarks)

Marion, AR

2024 Mitsubishi Outlander Sport LE

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

2024 Mitsubishi Outlander Sport LE

Marion, AR

UnscoredInsufficient · 0
$17,97639,338 mi

Marion, AR

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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