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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

297 listings found

2015 Ford Escape Titanium

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

2015 Ford Escape Titanium

Grand Rapids, MN

Unscored
$5,654198,112 mi

Comparison: 5 similar vehicles

Grand Rapids, MN

2015 Chevrolet Equinox 1LT

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

2015 Chevrolet Equinox 1LT

Grand Rapids, MN

Unscored
$6,330183,258 mi

Comparison: 35 similar vehicles

Grand Rapids, MN

2014 Toyota Prius Two

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

2014 Toyota Prius Two

Grand Rapids, MN

UnscoredInsufficient · 0
$6,330189,775 mi

Grand Rapids, MN

2015 Chevrolet Traverse LTZ

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

2015 Chevrolet Traverse LTZ

Grand Rapids, MN

Unscored
$8,330127,247 mi

Comparison: 9 similar vehicles

Grand Rapids, MN

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Grand Rapids, MN

Unscored
$10,330161,015 mi

Comparison: 16 similar vehicles

Grand Rapids, MN

2018 Kia Soul Base

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

2018 Kia Soul Base

Grand Rapids, MN

Unscored
$11,337107,443 mi

Comparison: 5 similar vehicles

Grand Rapids, MN

2019 Chevrolet Malibu 1LT

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

2019 Chevrolet Malibu 1LT

Grand Rapids, MN

UnscoredInsufficient · 3
$11,830118,668 mi

Comparison: 3 similar vehicles

Grand Rapids, MN

2013 Ford F-150 XL

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

2013 Ford F-150 XL

Grand Rapids, MN

Unscored
$12,330143,617 mi

Comparison: 16 similar vehicles

Grand Rapids, MN

2017 Chevrolet Equinox LT

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

2017 Chevrolet Equinox LT

Grand Rapids, MN

Fair PriceModerate · 44
$12,337105,965 mi

Market: $5,345 – $18,695

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 68 days listed (based on current market benchmarks)

Grand Rapids, MN

2019 Volkswagen Jetta SE

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

2019 Volkswagen Jetta SE

Grand Rapids, MN

Unscored
$12,83092,846 mi

Comparison: 9 similar vehicles

Grand Rapids, MN

2016 Chevrolet Equinox LT

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

2016 Chevrolet Equinox LT

Grand Rapids, MN

OverpricedModerate · 43
$12,83082,298 mi

Market: $4,350 – $12,349

Comparison: 43 similar vehicles

Priced ~4% above the typical market range for similar vehicles (based on current market benchmarks)

Grand Rapids, MN

2017 Ford Escape SE

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

2017 Ford Escape SE

Grand Rapids, MN

Fair PriceRobust · 74
$13,33061,271 mi

Market: $5,900 – $14,690

Comparison: 74 similar vehicles

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

Grand Rapids, MN

2015 Ford F-150 XLT

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

2015 Ford F-150 XLT

Grand Rapids, MN

Unscored
$13,651176,325 mi

Comparison: 82 similar vehicles

Grand Rapids, MN

2016 Cadillac XTS Luxury Collection

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

2016 Cadillac XTS Luxury Collection

Grand Rapids, MN

UnscoredInsufficient · 0
$13,65492,992 mi

Grand Rapids, MN

2016 Ford Edge Titanium

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

2016 Ford Edge Titanium

Grand Rapids, MN

Fair PriceModerate · 30
$14,33082,904 mi

Market: $8,988 – $15,093

Comparison: 30 similar vehicles

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

Grand Rapids, MN

2019 Jeep Cherokee Limited

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

2019 Jeep Cherokee Limited

Grand Rapids, MN

Fair PriceRobust · 75
$15,037109,203 mi

Market: $9,000 – $19,340

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 35 days listed (based on current market benchmarks)

Grand Rapids, MN

2019 Chevrolet Trax LT

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

2019 Chevrolet Trax LT

Grand Rapids, MN

UnscoredInsufficient · 0
$15,33029,216 mi

Grand Rapids, MN

2019 Jeep Compass Sport

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

2019 Jeep Compass Sport

Grand Rapids, MN

UnscoredInsufficient · 0
$15,33763,197 mi

Grand Rapids, MN

2019 Chevrolet Equinox LT

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

2019 Chevrolet Equinox LT

Grand Rapids, MN

UnscoredInsufficient · 3
$15,99195,349 mi

Comparison: 3 similar vehicles

Grand Rapids, MN

2021 Chevrolet Equinox LT

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

2021 Chevrolet Equinox LT

Grand Rapids, MN

Fair PriceRobust · 55
$16,32895,852 mi

Market: $10,336 – $19,875

Comparison: 55 similar vehicles

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

Grand Rapids, MN

2017 Chevrolet Suburban LT

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

2017 Chevrolet Suburban LT

Grand Rapids, MN

Unscored
$16,330158,735 mi

Comparison: 11 similar vehicles

Grand Rapids, MN

2015 Chevrolet Silverado 1500 LT

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

2015 Chevrolet Silverado 1500 LT

Grand Rapids, MN

Unscored
$16,330129,993 mi

Comparison: 129 similar vehicles

Grand Rapids, MN

2013 Chevrolet Silverado 1500 LTZ

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

2013 Chevrolet Silverado 1500 LTZ

Grand Rapids, MN

Unscored
$16,33091,207 mi

Comparison: 9 similar vehicles

Grand Rapids, MN

2020 Nissan Rogue SV

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

2020 Nissan Rogue SV

Grand Rapids, MN

Fair PriceModerate · 33
$17,32864,769 mi

Market: $7,189 – $18,361

Comparison: 33 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 71 days listed (based on current market benchmarks)

Grand Rapids, MN

2018 Nissan Maxima SL

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

2018 Nissan Maxima SL

Grand Rapids, MN

UnscoredInsufficient · 0
$17,69181,973 mi

Grand Rapids, MN

2018 Ford Edge SEL

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

2018 Ford Edge SEL

Grand Rapids, MN

Fair PriceModerate · 44
$17,96062,601 mi

Market: $9,998 – $19,474

Comparison: 44 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 13 days listed (based on current market benchmarks)

Grand Rapids, MN

2017 Jeep Grand Cherokee Altitude

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

2017 Jeep Grand Cherokee Altitude

Grand Rapids, MN

UnscoredInsufficient · 0
$17,96075,526 mi

Grand Rapids, MN

2019 Ford Fusion SE

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

2019 Ford Fusion SE

Grand Rapids, MN

UnscoredInsufficient · 0
$18,30433,568 mi

Grand Rapids, MN

2022 Jeep Cherokee Latitude Lux

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

2022 Jeep Cherokee Latitude Lux

Grand Rapids, MN

Unscored
$18,70499,458 mi

Comparison: 12 similar vehicles

Grand Rapids, MN

2018 RAM 1500 Pickup Big Horn

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

2018 RAM 1500 Pickup Big Horn

Grand Rapids, MN

Unscored
$18,748125,576 mi

Comparison: 35 similar vehicles

Grand Rapids, MN

2021 Ford Edge Titanium

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

2021 Ford Edge Titanium

Grand Rapids, MN

Unscored
$18,96077,018 mi

Comparison: 9 similar vehicles

Grand Rapids, MN

2024 Chevrolet Malibu 2LT

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

2024 Chevrolet Malibu 2LT

Grand Rapids, MN

Fair PriceLimited · 13
$19,33057,936 mi

Market: $17,250 – $21,000

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 19 days listed (based on current market benchmarks)

Grand Rapids, MN

2015 Chevrolet Silverado 3500HD Work Truck

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

2015 Chevrolet Silverado 3500HD Work Truck

Grand Rapids, MN

UnscoredInsufficient · 3
$19,760126,475 mi

Comparison: 3 similar vehicles

Grand Rapids, MN

2022 Chevrolet Equinox Premier

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

2022 Chevrolet Equinox Premier

Grand Rapids, MN

Fair PriceLimited · 15
$20,33784,481 mi

Market: $16,349 – $23,040

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 40 days listed (based on current market benchmarks)

Grand Rapids, MN

2022 Ford Bronco Sport Big Bend

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

2022 Ford Bronco Sport Big Bend

Grand Rapids, MN

Fair PriceLimited · 13
$20,33771,129 mi

Market: $12,500 – $21,999

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 55 days listed (based on current market benchmarks)

Grand Rapids, MN

2021 Chevrolet Traverse 1LT

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

2021 Chevrolet Traverse 1LT

Grand Rapids, MN

Fair PriceLimited · 17
$20,66072,873 mi

Market: $17,777 – $24,999

Comparison: 17 similar vehicles

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

Grand Rapids, MN

2016 Subaru Outback Limited

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

2016 Subaru Outback Limited

Grand Rapids, MN

UnscoredInsufficient · 0
$21,06733,736 mi

Grand Rapids, MN

2024 Nissan Rogue SV

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

2024 Nissan Rogue SV

Grand Rapids, MN

OverpricedRobust · 51
$21,33062,880 mi

Market: $14,999 – $20,995

Comparison: 51 similar vehicles

Priced ~2% above the typical market range for similar vehicles (based on current market benchmarks)

Grand Rapids, MN

2022 Jeep Compass Limited

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

2022 Jeep Compass Limited

Grand Rapids, MN

Fair PriceLimited · 11
$21,33742,969 mi

Market: $20,998 – $21,672

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 63 days listed (based on current market benchmarks)

Grand Rapids, MN

2020 Chevrolet Suburban LT

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

2020 Chevrolet Suburban LT

Grand Rapids, MN

Unscored
$21,348135,450 mi

Comparison: 16 similar vehicles

Grand Rapids, MN

2017 Ford Expedition Limited

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

2017 Ford Expedition Limited

Grand Rapids, MN

OverpricedLimited · 15
$22,33068,105 mi

Market: $7,800 – $16,979

Comparison: 15 similar vehicles

Priced ~32% above the typical market range for similar vehicles (based on current market benchmarks)

Grand Rapids, MN

2018 Cadillac XT5 Luxury

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

2018 Cadillac XT5 Luxury

Grand Rapids, MN

UnscoredInsufficient · 0
$22,33430,982 mi

Grand Rapids, MN

2013 Ford Mustang GT

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

2013 Ford Mustang GT

Grand Rapids, MN

UnscoredInsufficient · 0
$23,33047,665 mi

Grand Rapids, MN

2022 Subaru Ascent Touring

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

2022 Subaru Ascent Touring

Grand Rapids, MN

Unscored
$23,65472,194 mi

Comparison: 6 similar vehicles

Grand Rapids, MN

2021 RAM 1500 Pickup Big Horn/Lone Star

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

2021 RAM 1500 Pickup Big Horn/Lone Star

Grand Rapids, MN

Unscored
$23,954124,270 mi

Comparison: 91 similar vehicles

Grand Rapids, MN

2023 Buick Encore GX Essence

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

2023 Buick Encore GX Essence

Grand Rapids, MN

UnscoredInsufficient · 3
$23,99039,458 mi

Comparison: 3 similar vehicles

Grand Rapids, MN

2026 Chevrolet Trax RS

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

2026 Chevrolet Trax RS

Grand Rapids, MN

Fair PriceRobust · 473
$24,205Mileage not verified

Market: $22,568 – $30,095

Comparison: 473 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 211 days listed (based on current market benchmarks)

Grand Rapids, MN

2025 Ford Escape ST-Line Select

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

2025 Ford Escape ST-Line Select

Grand Rapids, MN

Unscored
$24,32445,089 mi

Comparison: 8 similar vehicles

Grand Rapids, MN

2025 Ford Escape ST-Line Select

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

2025 Ford Escape ST-Line Select

Grand Rapids, MN

Unscored
$24,33745,625 mi

Comparison: 8 similar vehicles

Grand Rapids, MN

2018 Chevrolet Silverado 1500 LT

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

2018 Chevrolet Silverado 1500 LT

Grand Rapids, MN

Fair PriceRobust · 105
$24,96061,942 mi

Market: $9,995 – $28,263

Comparison: 105 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 25 days listed (based on current market benchmarks)

Grand Rapids, MN

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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