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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 · October 28, 2026

6M+

Unique vehicles analyzed

as of October 28, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.7M used·Listings processed daily

Or explore the market

437 listings found

2004 Chevrolet Malibu LT

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

2004 Chevrolet Malibu LT

Plainwell, MI

Unscored
$2,495Mileage not verified

Comparison: 10 similar vehicles

Plainwell, MI

2001 Oldsmobile Alero

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

2001 Oldsmobile Alero

Plainwell, MI

UnscoredInsufficient · 0
$2,995120,335 mi

Plainwell, MI

2010 Dodge Journey SE

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

2010 Dodge Journey SE

Plainwell, MI

Unscored
$3,295129,545 mi

Comparison: 16 similar vehicles

Plainwell, MI

2013 Chevrolet Cruze LS

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

2013 Chevrolet Cruze LS

Plainwell, MI

Unscored
$4,897176,127 mi

Comparison: 67 similar vehicles

Plainwell, MI

2012 Ford F-150 FX4

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

2012 Ford F-150 FX4

Plainwell, MI

Unscored
$4,995274,068 mi

Comparison: 29 similar vehicles

Plainwell, MI

2013 Kia Optima LX

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

2013 Kia Optima LX

Plainwell, MI

UnscoredInsufficient · 3
$5,851146,193 mi

Comparison: 3 similar vehicles

Plainwell, MI

2016 Jeep Compass Latitude

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

2016 Jeep Compass Latitude

Plainwell, MI

Unscored
$6,296190,104 mi

Comparison: 9 similar vehicles

Plainwell, MI

2016 Nissan Versa Sedan S

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

2016 Nissan Versa Sedan S

Plainwell, MI

UnscoredInsufficient · 0
$6,495122,391 mi

Plainwell, MI

2013 Buick Enclave Leather

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

2013 Buick Enclave Leather

Plainwell, MI

Unscored
$6,654157,350 mi

Comparison: 23 similar vehicles

Plainwell, MI

2015 Chevrolet Impala 2LT

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

2015 Chevrolet Impala 2LT

Plainwell, MI

Unscored
$6,895194,827 mi

Comparison: 40 similar vehicles

Plainwell, MI

2015 Subaru Impreza Premium

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

2015 Subaru Impreza Premium

Plainwell, MI

Unscored
$7,455160,582 mi

Comparison: 11 similar vehicles

Plainwell, MI

2011 Hyundai Sonata SE

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

2011 Hyundai Sonata SE

Plainwell, MI

Unscored
$7,500181,428 mi

Comparison: 10 similar vehicles

Plainwell, MI

2013 Ford Escape SEL

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

2013 Ford Escape SEL

Plainwell, MI

Unscored
$7,995141,533 mi

Comparison: 116 similar vehicles

Plainwell, MI

2017 Chevrolet Traverse 2LT

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

2017 Chevrolet Traverse 2LT

Plainwell, MI

UnscoredInsufficient · 3
$8,795156,645 mi

Comparison: 3 similar vehicles

Plainwell, MI

2013 Hyundai Elantra Limited

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

2013 Hyundai Elantra Limited

Plainwell, MI

Unscored
$8,79791,946 mi

Comparison: 7 similar vehicles

Plainwell, MI

2017 RAM 1500 ST

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

2017 RAM 1500 ST

Plainwell, MI

UnscoredInsufficient · 3
$9,495247,976 mi

Comparison: 3 similar vehicles

Plainwell, MI

2017 Hyundai Santa Fe SE

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

2017 Hyundai Santa Fe SE

Plainwell, MI

Unscored
$9,895122,710 mi

Comparison: 32 similar vehicles

Plainwell, MI

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Plainwell, MI

UnscoredInsufficient · 3
$9,895159,150 mi

Comparison: 3 similar vehicles

Plainwell, MI

2017 Chevrolet Sonic LT

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

2017 Chevrolet Sonic LT

Plainwell, MI

Fair PriceModerate · 48
$9,985115,499 mi

Market: $2,997 – $14,350

Comparison: 48 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 18 days listed (based on current market benchmarks)

Plainwell, MI

2020 Chevrolet Trax LS

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

2020 Chevrolet Trax LS

Plainwell, MI

Fair PriceLimited · 11
$9,995113,651 mi

Market: $8,880 – $14,990

Comparison: 11 similar vehicles

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

Plainwell, MI

2012 Jeep Grand Cherokee Laredo

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

2012 Jeep Grand Cherokee Laredo

Plainwell, MI

Fair PriceRobust · 125
$11,723110,211 mi

Market: $3,590 – $16,099

Comparison: 125 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 946 days listed (based on current market benchmarks)

Plainwell, MI

2019 Chevrolet Trax LT

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

2019 Chevrolet Trax LT

Plainwell, MI

Fair PriceLimited · 11
$12,500117,236 mi

Market: $9,894 – $15,145

Comparison: 11 similar vehicles

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

Plainwell, MI

2015 Honda CR-V LX

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

2015 Honda CR-V LX

Plainwell, MI

Unscored
$12,997144,938 mi

Comparison: 9 similar vehicles

Plainwell, MI

2024 Mitsubishi Mirage ES

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

2024 Mitsubishi Mirage ES

Plainwell, MI

Unscored
$13,29547,808 mi

Comparison: 6 similar vehicles

Plainwell, MI

2019 Ford Escape SE

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

2019 Ford Escape SE

Plainwell, MI

Fair PriceModerate · 37
$13,39792,819 mi

Market: $9,995 – $13,878

Comparison: 37 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Plainwell, MI

2018 Honda Odyssey EX-L

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

2018 Honda Odyssey EX-L

Plainwell, MI

Unscored
$13,695249,841 mi

Comparison: 8 similar vehicles

Plainwell, MI

2018 Volkswagen Atlas SEL

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

2018 Volkswagen Atlas SEL

Plainwell, MI

Unscored
$15,795136,203 mi

Comparison: 6 similar vehicles

Plainwell, MI

2016 Ford Explorer Platinum

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

2016 Ford Explorer Platinum

Plainwell, MI

Fair PriceRobust · 60
$15,89595,574 mi

Market: $6,995 – $17,396

Comparison: 60 similar vehicles

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

Plainwell, MI

2016 Chevrolet Tahoe LTZ

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

2016 Chevrolet Tahoe LTZ

Plainwell, MI

Unscored
$15,895183,646 mi

Comparison: 6 similar vehicles

Plainwell, MI

2015 Chevrolet Tahoe LT

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

2015 Chevrolet Tahoe LT

Plainwell, MI

Unscored
$15,995149,923 mi

Comparison: 5 similar vehicles

Plainwell, MI

2021 Nissan Leaf SV Plus

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

2021 Nissan Leaf SV Plus

Plainwell, MI

UnscoredInsufficient · 0
$16,23218,785 mi

Plainwell, MI

2023 Kia Forte LXS

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

2023 Kia Forte LXS

Plainwell, MI

Fair PriceLimited · 10
$16,49552,679 mi

Market: $12,999 – $17,147

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 33 days listed (based on current market benchmarks)

Plainwell, MI

2021 Chevrolet Traverse RS

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

2021 Chevrolet Traverse RS

Plainwell, MI

Unscored
$16,795159,427 mi

Comparison: 60 similar vehicles

Plainwell, MI

2021 Chevrolet Equinox LT

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

2021 Chevrolet Equinox LT

Plainwell, MI

Fair PriceModerate · 28
$16,99588,800 mi

Market: $15,494 – $21,158

Comparison: 28 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 104 days listed (based on current market benchmarks)

Plainwell, MI

2019 Ford Mustang EcoBoost

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

2019 Ford Mustang EcoBoost

Plainwell, MI

Unscored
$17,49552,589 mi

Comparison: 6 similar vehicles

Plainwell, MI

2017 GMC Canyon Denali

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

2017 GMC Canyon Denali

Plainwell, MI

Unscored
$17,495188,851 mi

Comparison: 14 similar vehicles

Plainwell, MI

2019 Kia Sportage EX

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

2019 Kia Sportage EX

Plainwell, MI

Unscored
$17,68662,075 mi

Comparison: 9 similar vehicles

Plainwell, MI

2024 Jeep Compass Latitude

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

2024 Jeep Compass Latitude

Plainwell, MI

Fair PriceModerate · 35
$17,80458,866 mi

Market: $15,900 – $18,268

Comparison: 35 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 132 days listed (based on current market benchmarks)

Plainwell, MI

2023 Nissan Altima SV

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

2023 Nissan Altima SV

Plainwell, MI

Unscored
$17,895103,990 mi

Comparison: 8 similar vehicles

Plainwell, MI

2018 Ford Explorer XLT

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

2018 Ford Explorer XLT

Plainwell, MI

Fair PriceLimited · 19
$17,99576,675 mi

Market: $6,900 – $21,873

Comparison: 19 similar vehicles

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

Plainwell, MI

2020 Nissan Sentra SV

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

2020 Nissan Sentra SV

Plainwell, MI

UnscoredInsufficient · 0
$18,04838,045 mi

Plainwell, MI

2024 Volkswagen Jetta S

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

2024 Volkswagen Jetta S

Plainwell, MI

Fair PriceModerate · 43
$18,36147,881 mi

Market: $15,555 – $22,995

Comparison: 43 similar vehicles

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

Plainwell, MI

2017 Jeep Cherokee Trailhawk

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

2017 Jeep Cherokee Trailhawk

Plainwell, MI

OverpricedLimited · 16
$18,50051,787 mi

Market: $16,995 – $17,309

Comparison: 16 similar vehicles

Priced ~7% above the typical market range for similar vehicles (based on current market benchmarks)

Plainwell, MI

2024 Mitsubishi Outlander Sport ES

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

2024 Mitsubishi Outlander Sport ES

Plainwell, MI

Fair PriceModerate · 27
$18,50644,930 mi

Market: $16,384 – $21,990

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Plainwell, MI

2024 Ford Escape Active

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

2024 Ford Escape Active

Plainwell, MI

UnscoredInsufficient · 3
$18,71252,185 mi

Comparison: 3 similar vehicles

Plainwell, MI

2024 Chevrolet Malibu 2LT

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

2024 Chevrolet Malibu 2LT

Plainwell, MI

Fair PriceRobust · 128
$18,82755,214 mi

Market: $17,368 – $29,478

Comparison: 128 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Plainwell, MI

2021 Chevrolet Equinox LS

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

2021 Chevrolet Equinox LS

Plainwell, MI

UnscoredInsufficient · 4
$18,87560,187 mi

Comparison: 4 similar vehicles

Plainwell, MI

2023 Chevrolet Equinox LT

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

2023 Chevrolet Equinox LT

Plainwell, MI

Fair PriceRobust · 121
$18,99553,303 mi

Market: $13,900 – $23,263

Comparison: 121 similar vehicles

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

Plainwell, MI

2023 Volkswagen Tiguan SE

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

2023 Volkswagen Tiguan SE

Plainwell, MI

Fair PriceRobust · 61
$18,99590,242 mi

Market: $13,999 – $22,491

Comparison: 61 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 21 days listed (based on current market benchmarks)

Plainwell, MI

2022 Chevrolet Equinox LT

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

2022 Chevrolet Equinox LT

Plainwell, MI

Unscored
$18,99550,742 mi

Comparison: 7 similar vehicles

Plainwell, 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 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. Paid RetailVision™ subscribers unlock deeper analytics: per-listing comparable counts, market context drill-downs, inventory health, pricing recommendations, competitive benchmarking, alerts, and exports.
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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