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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

426 listings found

2014 BMW i3 Base

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

2014 BMW i3 Base

Dowagiac, MI

UnscoredInsufficient · 4
$11,90051,204 mi

Comparison: 4 similar vehicles

Dowagiac, MI

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Wayland, MI

Unscored
$13,58025,547 mi

Comparison: 5 similar vehicles

Wayland, MI

2019 Nissan Leaf SV Plus

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

2019 Nissan Leaf SV Plus

Springfield, MI

UnscoredInsufficient · 0
$13,74847,527 mi

Springfield, MI

2023 Nissan Leaf S

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

2023 Nissan Leaf S

Holland, MI

Unscored
$15,30411,498 mi

Comparison: 8 similar vehicles

Holland, MI

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Kalamazoo, MI

Fair PriceModerate · 39
$15,31111,845 mi

Market: $13,980 – $22,447

Comparison: 39 similar vehicles

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

Kalamazoo, 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
$15,71318,785 mi

Plainwell, MI

2018 Chevrolet Bolt EV LT

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

2018 Chevrolet Bolt EV LT

Springfield, MI

UnscoredInsufficient · 0
$17,68055,687 mi

Springfield, MI

2023 Nissan Ariya Engage

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

2023 Nissan Ariya Engage

Grand Rapids, MI

UnscoredInsufficient · 0
$19,21461,624 mi

Grand Rapids, MI

2022 Polestar 2 Base

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

2022 Polestar 2 Base

Lowell, MI

UnscoredInsufficient · 0
$19,40052,741 mi

Lowell, MI

2021 Volkswagen ID.4 PRO S

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

2021 Volkswagen ID.4 PRO S

Kentwood, MI

Fair PriceModerate · 20
$19,99551,547 mi

Market: $17,995 – $20,717

Comparison: 20 similar vehicles

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

Kentwood, MI

2021 Tesla Model 3 Base

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

2021 Tesla Model 3 Base

Grand Rapids, MI

Unscored
$19,999132,777 mi

Comparison: 76 similar vehicles

Grand Rapids, MI

2023 Nissan Ariya Engage

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

2023 Nissan Ariya Engage

Plainwell, MI

Fair PriceModerate · 22
$20,18523,925 mi

Market: $18,912 – $21,499

Comparison: 22 similar vehicles

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

Plainwell, MI

2020 Tesla Model 3 Base

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

2020 Tesla Model 3 Base

Holland, MI

Fair PriceModerate · 47
$20,313114,769 mi

Market: $14,500 – $26,357

Comparison: 47 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 37 days listed (based on current market benchmarks)

Holland, MI

2023 Toyota bZ4X Limited

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

2023 Toyota bZ4X Limited

Wayland, MI

UnscoredInsufficient · 0
$20,68060,204 mi

Wayland, MI

2017 Tesla Model X 75D

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

2017 Tesla Model X 75D

Byron Center, MI

UnscoredInsufficient · 0
$21,57592,890 mi

Byron Center, MI

2018 Tesla Model 3 Long Range

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

2018 Tesla Model 3 Long Range

Byron Center, MI

UnscoredInsufficient · 0
$21,87530,182 mi

Byron Center, MI

2023 Chevrolet Bolt EV 2LT

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

2023 Chevrolet Bolt EV 2LT

Kentwood, MI

UnscoredInsufficient · 4
$21,99533,272 mi

Comparison: 4 similar vehicles

Kentwood, MI

2017 Tesla Model S 100D

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

2017 Tesla Model S 100D

Kentwood, MI

UnscoredInsufficient · 0
$21,99590,353 mi

Kentwood, MI

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Grandville, MI

UnscoredInsufficient · 4
$22,22121,672 mi

Comparison: 4 similar vehicles

Grandville, MI

2023 Chevrolet Bolt EUV Premier

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

2023 Chevrolet Bolt EUV Premier

Goshen, IN

OverpricedModerate · 21
$22,24251,468 mi

Market: $21,000 – $21,398

Comparison: 21 similar vehicles

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

Goshen, IN

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Holland, MI

Fair PriceRobust · 121
$22,28031,488 mi

Market: $21,898 – $25,708

Comparison: 121 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 45 days listed (based on current market benchmarks)

Holland, MI

2022 Tesla Model Y Long Range

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

2022 Tesla Model Y Long Range

Kalamazoo, MI

Unscored
$22,950119,847 mi

Comparison: 27 similar vehicles

Kalamazoo, MI

2023 Ford E-Transit Cargo Van Base

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

2023 Ford E-Transit Cargo Van Base

Lowell, MI

UnscoredInsufficient · 0
$22,99520,663 mi

Lowell, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

UnscoredInsufficient · 0
$22,99554,334 mi

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

Great DealLimited · 17
$22,99542,468 mi

Market: $23,995 – $24,309

Comparison: 17 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 86 days listed (based on current market benchmarks)

Grandville, MI

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Holland, MI

Fair PriceLimited · 11
$23,00023,556 mi

Market: $23,704 – $26,094

Comparison: 11 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 29 days listed (based on current market benchmarks)

Holland, MI

2024 Hyundai Kona EV SE

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

2024 Hyundai Kona EV SE

Benton Harbor, MI

UnscoredInsufficient · 0
$23,87022,112 mi

Benton Harbor, MI

2023 Volvo C40 Plus

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

2023 Volvo C40 Plus

Lowell, MI

UnscoredInsufficient · 0
$23,90037,576 mi

Lowell, MI

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Grandville, MI

Fair PriceRobust · 151
$23,99022,385 mi

Market: $23,995 – $28,309

Comparison: 151 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 52 days listed (based on current market benchmarks)

Grandville, MI

2024 Toyota bZ4X XLE

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

2024 Toyota bZ4X XLE

Grandville, MI

Unscored
$23,99114,491 mi

Comparison: 5 similar vehicles

Grandville, MI

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Hudsonville, MI

UnscoredInsufficient · 0
$23,99534,433 mi

Hudsonville, MI

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Grandville, MI

Fair PriceRobust · 151
$23,99526,570 mi

Market: $23,990 – $28,309

Comparison: 151 similar vehicles

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

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

OverpricedLimited · 17
$23,99543,294 mi

Market: $22,995 – $23,309

Comparison: 17 similar vehicles

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

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

Great DealLimited · 16
$23,99529,055 mi

Market: $25,494 – $25,808

Comparison: 16 similar vehicles

Competitively priced ~6% below the typical range compared to similar vehicles · 135 days listed (based on current market benchmarks)

Grandville, MI

2023 Ford Mustang Mach-E Select AWD

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

2023 Ford Mustang Mach-E Select AWD

Grandville, MI

Unscored
$23,99536,194 mi

Comparison: 5 similar vehicles

Grandville, MI

2023 Volvo C40 Plus

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

2023 Volvo C40 Plus

Hudsonville, MI

UnscoredInsufficient · 0
$23,99549,111 mi

Hudsonville, MI

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Kentwood, MI

Fair PriceLimited · 14
$23,99825,679 mi

Market: $23,000 – $26,094

Comparison: 14 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 31 days listed (based on current market benchmarks)

Kentwood, MI

2024 Hyundai IONIQ 5 SE

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

2024 Hyundai IONIQ 5 SE

Kentwood, MI

UnscoredInsufficient · 3
$23,99833,180 mi

Comparison: 3 similar vehicles

Kentwood, MI

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Grand Rapids, MI

Fair PriceLimited · 12
$24,00828,701 mi

Market: $23,000 – $26,094

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 42 days listed (based on current market benchmarks)

Grand Rapids, MI

2023 Polestar 2 Base

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

2023 Polestar 2 Base

Elkhart, IN

UnscoredInsufficient · 0
$24,20044,581 mi

Elkhart, IN

2023 Chevrolet Bolt EUV LT

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

2023 Chevrolet Bolt EUV LT

Springfield, MI

OverpricedLimited · 18
$24,213103,642 mi

Market: $15,860 – $18,590

Comparison: 18 similar vehicles

Priced ~30% above the typical market range for similar vehicles (based on current market benchmarks)

Springfield, MI

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Kalamazoo, MI

Unscored
$24,27433,347 mi

Comparison: 9 similar vehicles

Kalamazoo, MI

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Holland, MI

UnscoredInsufficient · 3
$24,28017,052 mi

Comparison: 3 similar vehicles

Holland, MI

2025 Chevrolet Equinox EV LT

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

2025 Chevrolet Equinox EV LT

Lowell, MI

Fair PriceRobust · 152
$24,40011,833 mi

Market: $23,292 – $29,998

Comparison: 152 similar vehicles

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

Lowell, MI

2024 Chevrolet Blazer EV LT

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

2024 Chevrolet Blazer EV LT

Lowell, MI

Fair PriceRobust · 78
$24,50230,036 mi

Market: $22,600 – $25,994

Comparison: 78 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 49 days listed (based on current market benchmarks)

Lowell, MI

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Kalamazoo, MI

Fair PriceLimited · 12
$24,69423,927 mi

Market: $23,000 – $26,094

Comparison: 12 similar vehicles

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

Kalamazoo, MI

2024 Chevrolet Equinox EV LT

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

2024 Chevrolet Equinox EV LT

Charlotte, MI

Fair PriceLimited · 13
$24,99520,065 mi

Market: $23,304 – $26,094

Comparison: 13 similar vehicles

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

Charlotte, MI

2024 Chevrolet Equinox EV RS

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

2024 Chevrolet Equinox EV RS

Hudsonville, MI

Fair PriceLimited · 12
$24,99533,217 mi

Market: $21,880 – $25,280

Comparison: 12 similar vehicles

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

Hudsonville, MI

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Grandville, MI

Fair PriceRobust · 151
$24,99522,455 mi

Market: $23,990 – $28,309

Comparison: 151 similar vehicles

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

Grandville, MI

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Lowell, MI

Fair PriceRobust · 152
$24,99523,064 mi

Market: $23,990 – $28,309

Comparison: 152 similar vehicles

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

Lowell, 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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