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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 7, 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

383 listings found

2017 Jeep Compass Sport

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

2017 Jeep Compass Sport

Canton, MI

Unscored
$4,995148,014 mi

Comparison: 8 similar vehicles

Canton, MI

2010 Ford F-350 Super Duty

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

2010 Ford F-350 Super Duty

Canton, MI

UnscoredInsufficient · 0
$4,995190,999 mi

Canton, MI

2017 Kia Forte LX

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

2017 Kia Forte LX

Canton, MI

OverpricedLimited · 10
$6,995122,700 mi

Market: $4,999 – $5,613

Comparison: 10 similar vehicles

Priced ~25% above the typical market range for similar vehicles (based on current market benchmarks)

Canton, MI

2020 Chevrolet Trax LS

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

2020 Chevrolet Trax LS

Canton, MI

Unscored
$7,750129,314 mi

Comparison: 37 similar vehicles

Canton, MI

2016 Chevrolet Malibu Limited LS

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

2016 Chevrolet Malibu Limited LS

Canton, MI

UnscoredInsufficient · 0
$7,99575,241 mi

Canton, MI

2019 Jeep Compass Latitude

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

2019 Jeep Compass Latitude

Canton, MI

Unscored
$8,495147,288 mi

Comparison: 39 similar vehicles

Canton, MI

2018 Chevrolet Trax LT

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

2018 Chevrolet Trax LT

Canton, MI

Unscored
$8,495120,561 mi

Comparison: 54 similar vehicles

Canton, MI

2015 Chevrolet Express Cargo Work Van

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

2015 Chevrolet Express Cargo Work Van

Canton, MI

Unscored
$9,900171,557 mi

Comparison: 23 similar vehicles

Canton, MI

2014 Toyota Tundra SR5

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

2014 Toyota Tundra SR5

Canton, MI

Unscored
$9,995200,910 mi

Comparison: 32 similar vehicles

Canton, MI

2019 Ford Escape SE

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

2019 Ford Escape SE

Canton, MI

Fair PriceRobust · 73
$10,089108,381 mi

Market: $3,499 – $20,977

Comparison: 73 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 44 days listed (based on current market benchmarks)

Canton, MI

2019 Nissan Rogue S

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

2019 Nissan Rogue S

Canton, MI

UnscoredInsufficient · 3
$10,289116,322 mi

Comparison: 3 similar vehicles

Canton, MI

2020 Jeep Cherokee Limited

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

2020 Jeep Cherokee Limited

Canton, MI

Unscored
$10,995135,259 mi

Comparison: 60 similar vehicles

Canton, MI

2015 INFINITI QX60 Base

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

2015 INFINITI QX60 Base

Canton, MI

Unscored
$10,99590,041 mi

Comparison: 5 similar vehicles

Canton, MI

2011 Ford F-150 XLT

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

2011 Ford F-150 XLT

Canton, MI

Unscored
$10,995133,408 mi

Comparison: 16 similar vehicles

Canton, MI

2018 Chevrolet Equinox LT

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

2018 Chevrolet Equinox LT

Canton, MI

Fair PriceRobust · 135
$11,402119,610 mi

Market: $6,269 – $22,780

Comparison: 135 similar vehicles

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

Canton, MI

2008 Ford F-150 Harley-Davidson

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

2008 Ford F-150 Harley-Davidson

Canton, MI

UnscoredInsufficient · 0
$11,995154,930 mi

Canton, MI

2020 Kia Soul LX

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

2020 Kia Soul LX

Canton, MI

Unscored
$13,20365,125 mi

Comparison: 8 similar vehicles

Canton, MI

2019 Mitsubishi Outlander Sport LE

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

2019 Mitsubishi Outlander Sport LE

Canton, MI

UnscoredInsufficient · 0
$13,40486,359 mi

Canton, MI

2021 Ford Escape S

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

2021 Ford Escape S

Canton, MI

Unscored
$13,49579,898 mi

Comparison: 9 similar vehicles

Canton, MI

2021 Jeep Cherokee North

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

2021 Jeep Cherokee North

Canton, MI

UnscoredInsufficient · 0
$13,500129,175 mi

Canton, MI

2020 Jeep Compass Trailhawk

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

2020 Jeep Compass Trailhawk

Canton, MI

Fair PriceLimited · 10
$13,995112,077 mi

Market: $10,995 – $15,275

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 148 days listed (based on current market benchmarks)

Canton, MI

2020 Nissan Qashqai SV

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

2020 Nissan Qashqai SV

Canton, MI

UnscoredInsufficient · 0
$13,995111,074 mi

Canton, MI

2016 Kia Sorento SX

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

2016 Kia Sorento SX

Canton, MI

OverpricedModerate · 39
$13,99596,983 mi

Market: $5,995 – $13,829

Comparison: 39 similar vehicles

Priced ~1% above the typical market range for similar vehicles (based on current market benchmarks)

Canton, MI

2017 Chevrolet Colorado Z71

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

2017 Chevrolet Colorado Z71

Canton, MI

Unscored
$14,204145,448 mi

Comparison: 12 similar vehicles

Canton, MI

2019 Lincoln MKC Select

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

2019 Lincoln MKC Select

Canton, MI

Unscored
$14,39590,100 mi

Comparison: 6 similar vehicles

Canton, MI

2020 Nissan Rogue SL Platinum

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

2020 Nissan Rogue SL Platinum

Canton, MI

UnscoredInsufficient · 0
$14,50096,564 mi

Canton, MI

2019 Jeep Cherokee Sport

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

2019 Jeep Cherokee Sport

Canton, MI

Fair PriceLimited · 11
$14,99594,890 mi

Market: $13,243 – $16,380

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 86 days listed (based on current market benchmarks)

Canton, MI

2017 Cadillac XT5 Platinum

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

2017 Cadillac XT5 Platinum

Canton, MI

Fair PriceModerate · 36
$14,995116,688 mi

Market: $10,432 – $22,978

Comparison: 36 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 57 days listed (based on current market benchmarks)

Canton, MI

2010 Ford F-250 Super Duty XL

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

2010 Ford F-250 Super Duty XL

Canton, MI

Unscored
$14,99575,633 mi

Comparison: 7 similar vehicles

Canton, MI

2019 Ford Edge SEL

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

2019 Ford Edge SEL

Canton, MI

Fair PriceModerate · 45
$15,90377,093 mi

Market: $8,995 – $17,095

Comparison: 45 similar vehicles

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

Canton, MI

2022 Jeep Cherokee X

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

2022 Jeep Cherokee X

Canton, MI

Unscored
$15,995110,470 mi

Comparison: 20 similar vehicles

Canton, MI

2017 Jeep Wrangler Unlimited Sahara

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

2017 Jeep Wrangler Unlimited Sahara

Canton, MI

Unscored
$15,995133,428 mi

Comparison: 23 similar vehicles

Canton, MI

2017 Chevrolet Suburban LT

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

2017 Chevrolet Suburban LT

Canton, MI

Unscored
$15,995170,193 mi

Comparison: 5 similar vehicles

Canton, MI

2014 Ford F-250 Super Duty XLT

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

2014 Ford F-250 Super Duty XLT

Canton, MI

Unscored
$15,995213,390 mi

Comparison: 23 similar vehicles

Canton, MI

2016 Audi A8 Base

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

2016 Audi A8 Base

Canton, MI

Unscored
$16,10499,782 mi

Comparison: 6 similar vehicles

Canton, MI

2020 Nissan Rogue S

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

2020 Nissan Rogue S

Canton, MI

Unscored
$16,20463,300 mi

Comparison: 9 similar vehicles

Canton, MI

2017 Cadillac XT5 Base

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

2017 Cadillac XT5 Base

Canton, MI

Unscored
$16,50063,805 mi

Comparison: 6 similar vehicles

Canton, MI

2019 Ford Flex Limited

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

2019 Ford Flex Limited

Canton, MI

UnscoredInsufficient · 3
$16,80373,139 mi

Comparison: 3 similar vehicles

Canton, MI

2018 RAM 1500 Express

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

2018 RAM 1500 Express

Canton, MI

UnscoredInsufficient · 3
$16,995134,601 mi

Comparison: 3 similar vehicles

Canton, MI

2017 Jeep Wrangler Unlimited Sport

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

2017 Jeep Wrangler Unlimited Sport

Canton, MI

Fair PriceModerate · 20
$16,995104,264 mi

Market: $13,500 – $21,995

Comparison: 20 similar vehicles

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

Canton, MI

2013 Ford F-150 FX4

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

2013 Ford F-150 FX4

Canton, MI

OverpricedLimited · 16
$16,995116,338 mi

Market: $10,999 – $16,014

Comparison: 16 similar vehicles

Priced ~6% above the typical market range for similar vehicles (based on current market benchmarks)

Canton, MI

2022 Nissan Rogue S

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

2022 Nissan Rogue S

Canton, MI

Unscored
$17,50087,465 mi

Comparison: 6 similar vehicles

Canton, MI

2016 Mazda MAZDA6 i Grand Touring

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

2016 Mazda MAZDA6 i Grand Touring

Canton, MI

UnscoredInsufficient · 0
$17,50351,469 mi

Canton, MI

2023 Nissan Rogue SV

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

2023 Nissan Rogue SV

Canton, MI

Fair PriceModerate · 40
$17,90480,807 mi

Market: $12,995 – $20,388

Comparison: 40 similar vehicles

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

Canton, MI

2021 Honda Accord Sport

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

2021 Honda Accord Sport

Canton, MI

Unscored
$17,995130,939 mi

Comparison: 5 similar vehicles

Canton, MI

2021 Nissan Rogue SV

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

2021 Nissan Rogue SV

Canton, MI

Fair PriceModerate · 28
$18,19965,835 mi

Market: $11,899 – $19,328

Comparison: 28 similar vehicles

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

Canton, MI

2017 Jeep Wrangler Sport

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

2017 Jeep Wrangler Sport

Canton, MI

Fair PriceModerate · 28
$18,20477,504 mi

Market: $11,995 – $22,309

Comparison: 28 similar vehicles

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

Canton, MI

2023 Hyundai Sonata Hybrid SEL

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

2023 Hyundai Sonata Hybrid SEL

Canton, MI

UnscoredInsufficient · 0
$18,495105,705 mi

Canton, MI

2016 RAM 1500 Big Horn

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

2016 RAM 1500 Big Horn

Canton, MI

UnscoredInsufficient · 3
$18,50092,837 mi

Comparison: 3 similar vehicles

Canton, MI

2022 Chevrolet Equinox LT

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

2022 Chevrolet Equinox LT

Canton, MI

Fair PriceLimited · 15
$18,99557,631 mi

Market: $14,995 – $25,275

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 28 days listed (based on current market benchmarks)

Canton, MI

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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