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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 8, 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

182 listings found

2014 Mitsubishi Mirage ES

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

2014 Mitsubishi Mirage ES

Red Oak, IA

UnscoredInsufficient · 0
$3,699179,581 mi

Red Oak, IA

2000 Ford F-250 Super Duty XL

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

2000 Ford F-250 Super Duty XL

Red Oak, IA

UnscoredInsufficient · 4
$4,897275,742 mi

Comparison: 4 similar vehicles

Red Oak, IA

2010 Buick Enclave CXL-1

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

2010 Buick Enclave CXL-1

Red Oak, IA

Unscored
$4,990197,901 mi

Comparison: 12 similar vehicles

Red Oak, IA

2004 Ford F-150 FX4

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

2004 Ford F-150 FX4

Red Oak, IA

UnscoredInsufficient · 0
$4,990144,534 mi

Red Oak, IA

2006 Chevrolet Equinox LT

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

2006 Chevrolet Equinox LT

Red Oak, IA

UnscoredInsufficient · 0
$5,49595,601 mi

Red Oak, IA

2012 Dodge Journey SXT

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

2012 Dodge Journey SXT

Red Oak, IA

Unscored
$6,950188,745 mi

Comparison: 23 similar vehicles

Red Oak, IA

2011 Dodge Journey Crew

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

2011 Dodge Journey Crew

Red Oak, IA

UnscoredInsufficient · 0
$6,990Mileage not verified

Red Oak, IA

2008 Ford Taurus Limited

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

2008 Ford Taurus Limited

Red Oak, IA

UnscoredInsufficient · 0
$7,79072,800 mi

Red Oak, IA

2003 Dodge Ram Pickup LARAMIE

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

2003 Dodge Ram Pickup LARAMIE

Red Oak, IA

UnscoredInsufficient · 0
$7,990108,061 mi

Red Oak, IA

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Red Oak, IA

Unscored
$9,400169,704 mi

Comparison: 21 similar vehicles

Red Oak, IA

2017 Buick Enclave Premium

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

2017 Buick Enclave Premium

Red Oak, IA

Unscored
$9,699203,645 mi

Comparison: 34 similar vehicles

Red Oak, IA

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Red Oak, IA

Unscored
$9,990160,026 mi

Comparison: 17 similar vehicles

Red Oak, IA

2016 Buick Cascada Premium

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

2016 Buick Cascada Premium

Red Oak, IA

UnscoredInsufficient · 0
$10,49958,459 mi

Red Oak, IA

2020 Ford Escape S

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

2020 Ford Escape S

Red Oak, IA

Unscored
$11,19990,377 mi

Comparison: 8 similar vehicles

Red Oak, IA

2021 Jeep Compass Latitude

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

2021 Jeep Compass Latitude

Red Oak, IA

Unscored
$11,699128,075 mi

Comparison: 25 similar vehicles

Red Oak, IA

2014 Jeep Grand Cherokee Laredo

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

2014 Jeep Grand Cherokee Laredo

Red Oak, IA

Unscored
$11,800186,502 mi

Comparison: 31 similar vehicles

Red Oak, IA

2016 Jeep Grand Cherokee Limited

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

2016 Jeep Grand Cherokee Limited

Red Oak, IA

Unscored
$13,500141,415 mi

Comparison: 5 similar vehicles

Red Oak, IA

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

Red Oak, IA

Unscored
$13,999148,332 mi

Comparison: 18 similar vehicles

Red Oak, IA

2017 Jeep Grand Cherokee Limited

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

2017 Jeep Grand Cherokee Limited

Red Oak, IA

Unscored
$14,500127,465 mi

Comparison: 78 similar vehicles

Red Oak, IA

2020 Acura MDX Technology Package

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

2020 Acura MDX Technology Package

Red Oak, IA

Unscored
$14,699147,379 mi

Comparison: 15 similar vehicles

Red Oak, IA

2018 Mazda CX-5 Grand Touring

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

2018 Mazda CX-5 Grand Touring

Red Oak, IA

Unscored
$14,699136,350 mi

Comparison: 34 similar vehicles

Red Oak, IA

2018 Chevrolet Equinox Premier

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

2018 Chevrolet Equinox Premier

Red Oak, IA

Fair PriceRobust · 67
$14,88195,173 mi

Market: $8,500 – $19,995

Comparison: 67 similar vehicles

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

Red Oak, IA

2020 Chevrolet Malibu 1FL

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

2020 Chevrolet Malibu 1FL

Red Oak, IA

Unscored
$14,88879,075 mi

Comparison: 6 similar vehicles

Red Oak, IA

2020 Chevrolet Malibu 1LT

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

2020 Chevrolet Malibu 1LT

Red Oak, IA

Fair PriceRobust · 68
$14,99967,268 mi

Market: $6,950 – $24,173

Comparison: 68 similar vehicles

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

Red Oak, IA

2018 Chrysler Pacifica Limited

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

2018 Chrysler Pacifica Limited

Red Oak, IA

Fair PriceModerate · 39
$14,99986,418 mi

Market: $7,997 – $19,495

Comparison: 39 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 114 days listed (based on current market benchmarks)

Red Oak, IA

2017 Dodge Challenger SXT

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

2017 Dodge Challenger SXT

Red Oak, IA

Fair PriceLimited · 11
$15,000116,685 mi

Market: $13,325 – $22,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 11 days listed (based on current market benchmarks)

Red Oak, IA

2003 Ford F-250 Super Duty Lariat

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

2003 Ford F-250 Super Duty Lariat

Red Oak, IA

Unscored
$15,000178,386 mi

Comparison: 6 similar vehicles

Red Oak, IA

2020 Ford Escape SEL

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

2020 Ford Escape SEL

Red Oak, IA

Fair PriceLimited · 10
$16,50053,961 mi

Market: $15,501 – $18,175

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Red Oak, IA

2018 Lincoln MKC Reserve

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

2018 Lincoln MKC Reserve

Red Oak, IA

UnscoredInsufficient · 0
$16,99553,138 mi

Red Oak, IA

2018 Honda Pilot Touring

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

2018 Honda Pilot Touring

Red Oak, IA

Unscored
$16,999122,949 mi

Comparison: 16 similar vehicles

Red Oak, IA

2019 GMC Acadia SLE-1

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

2019 GMC Acadia SLE-1

Red Oak, IA

Fair PriceModerate · 21
$17,99970,443 mi

Market: $8,997 – $18,630

Comparison: 21 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 100 days listed (based on current market benchmarks)

Red Oak, IA

2018 Chevrolet Equinox Premier

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

2018 Chevrolet Equinox Premier

Red Oak, IA

OverpricedLimited · 13
$18,99556,592 mi

Market: $17,750 – $18,449

Comparison: 13 similar vehicles

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

Red Oak, IA

2024 Ford Edge SEL

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

2024 Ford Edge SEL

Red Oak, IA

Fair PriceRobust · 104
$19,00075,880 mi

Market: $15,800 – $24,950

Comparison: 104 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 43 days listed (based on current market benchmarks)

Red Oak, IA

2020 Jeep Cherokee Limited

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

2020 Jeep Cherokee Limited

Red Oak, IA

UnscoredInsufficient · 0
$19,00048,300 mi

Red Oak, IA

2024 Kia Seltos S

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

2024 Kia Seltos S

Red Oak, IA

UnscoredInsufficient · 0
$20,00052,303 mi

Red Oak, IA

2018 Chevrolet Silverado 1500 LTZ

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

2018 Chevrolet Silverado 1500 LTZ

Red Oak, IA

Unscored
$20,199145,973 mi

Comparison: 6 similar vehicles

Red Oak, IA

2020 Ford F-150 XLT

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

2020 Ford F-150 XLT

Red Oak, IA

Unscored
$21,000121,024 mi

Comparison: 11 similar vehicles

Red Oak, IA

2017 Ford Transit Van Base

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

2017 Ford Transit Van Base

Red Oak, IA

Unscored
$21,00085,347 mi

Comparison: 5 similar vehicles

Red Oak, IA

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

Red Oak, IA

Fair PriceLimited · 13
$22,500101,446 mi

Market: $14,298 – $25,371

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 115 days listed (based on current market benchmarks)

Red Oak, IA

2022 Jeep Grand Cherokee L Limited

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

2022 Jeep Grand Cherokee L Limited

Red Oak, IA

Unscored
$24,00092,317 mi

Comparison: 5 similar vehicles

Red Oak, IA

2022 Kia Carnival SX Prestige

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

2022 Kia Carnival SX Prestige

Red Oak, IA

UnscoredInsufficient · 4
$24,00098,079 mi

Comparison: 4 similar vehicles

Red Oak, IA

1997 Chevrolet K1500 CHEYENNE

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

1997 Chevrolet K1500 CHEYENNE

Red Oak, IA

UnscoredInsufficient · 3
$24,98781,962 mi

Comparison: 3 similar vehicles

Red Oak, IA

2018 Jeep All-New Wrangler Unlimited Rubicon

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

2018 Jeep All-New Wrangler Unlimited Rubicon

Red Oak, IA

UnscoredInsufficient · 3
$25,69971,648 mi

Comparison: 3 similar vehicles

Red Oak, IA

2023 Jeep Compass Limited

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

2023 Jeep Compass Limited

Red Oak, IA

Unscored
$25,98728,976 mi

Comparison: 8 similar vehicles

Red Oak, IA

2024 Jeep Compass Trailhawk

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

2024 Jeep Compass Trailhawk

Red Oak, IA

UnscoredInsufficient · 3
$25,99511,427 mi

Comparison: 3 similar vehicles

Red Oak, IA

2024 Chrysler Pacifica Limited

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

2024 Chrysler Pacifica Limited

Red Oak, IA

Unscored
$26,84742,507 mi

Comparison: 8 similar vehicles

Red Oak, IA

2025 Subaru Forester Base

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

2025 Subaru Forester Base

Red Oak, IA

Unscored
$27,48915,851 mi

Comparison: 8 similar vehicles

Red Oak, IA

2023 Volkswagen Atlas SE w/Tech

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

2023 Volkswagen Atlas SE w/Tech

Red Oak, IA

Fair PriceModerate · 23
$28,24329,303 mi

Market: $25,950 – $34,164

Comparison: 23 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 36 days listed (based on current market benchmarks)

Red Oak, IA

2024 Subaru Outback Onyx Edition

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

2024 Subaru Outback Onyx Edition

Red Oak, IA

Fair PriceLimited · 12
$28,67333,551 mi

Market: $27,900 – $30,089

Comparison: 12 similar vehicles

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

Red Oak, IA

2024 Subaru Outback Limited

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

2024 Subaru Outback Limited

Red Oak, IA

UnscoredInsufficient · 3
$28,89526,642 mi

Comparison: 3 similar vehicles

Red Oak, IA

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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