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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 18, 2026

6M+

Unique vehicles analyzed

as of October 18, 2026

57,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

551 listings found

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
$14,20347,527 mi

Springfield, MI

2018 Tesla Model 3 Long Range Dual Motor

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

2018 Tesla Model 3 Long Range Dual Motor

Kalamazoo, MI

UnscoredModerate · 30
$15,950158,880 mi

Comparison: 30 similar vehicles

Kalamazoo, MI

2022 Nissan LEAF SV Plus

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

2022 Nissan LEAF SV Plus

Holland, MI

UnscoredInsufficient · 0
$17,00531,629 mi

Holland, MI

2023 Volkswagen ID.4 STANDARD

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

2023 Volkswagen ID.4 STANDARD

Grand Rapids, MI

UnscoredInsufficient · 0
$17,49748,438 mi

Grand Rapids, 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
$17,55055,687 mi

Springfield, MI

2019 Tesla Model 3 Long Range

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

2019 Tesla Model 3 Long Range

Grand Rapids, MI

Fair PriceLimited · 12
$17,99572,300 mi

Market: $17,495 – $23,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 4 days listed (based on current market benchmarks)

Grand Rapids, MI

2019 Tesla Model X Performance

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

2019 Tesla Model X Performance

Cedar Springs, MI

UnscoredInsufficient · 4
$18,10063,000 mi

Comparison: 4 similar vehicles

Cedar Springs, MI

2019 Tesla Model 3 Long Range

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

2019 Tesla Model 3 Long Range

Lansing, MI

Fair PriceLimited · 11
$18,900117,455 mi

Market: $14,995 – $23,995

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 34 days listed (based on current market benchmarks)

Lansing, 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

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

UnscoredInsufficient · 4
$19,999132,777 mi

Comparison: 4 similar vehicles

Grand Rapids, MI

2021 Ford Mustang Mach-E Premium AWD

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

2021 Ford Mustang Mach-E Premium AWD

Okemos, MI

Fair PriceLimited · 17
$20,00077,236 mi

Market: $17,564 – $22,912

Comparison: 17 similar vehicles

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

Okemos, MI

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

Grand Rapids, MI

Fair PriceLimited · 17
$20,29343,934 mi

Market: $18,329 – $20,856

Comparison: 17 similar vehicles

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

Grand Rapids, 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 PriceRobust · 50
$20,313114,769 mi

Market: $15,377 – $27,231

Comparison: 50 similar vehicles

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

Holland, MI

2019 Audi e-tron Premium Plus

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

2019 Audi e-tron Premium Plus

Grand Rapids, MI

UnscoredInsufficient · 0
$20,47948,405 mi

Grand Rapids, MI

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Holland, MI

UnscoredInsufficient · 0
$20,94652,529 mi

Holland, MI

2018 Tesla Model 3 Long Range Dual Motor

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

2018 Tesla Model 3 Long Range Dual Motor

Grand Rapids, MI

Fair PriceModerate · 29
$21,06487,640 mi

Market: $15,275 – $27,900

Comparison: 29 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 23 days listed (based on current market benchmarks)

Grand Rapids, MI

2024 Volkswagen ID.4 STANDARD

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

2024 Volkswagen ID.4 STANDARD

Wayland, MI

UnscoredInsufficient · 0
$21,1806,000 mi

Wayland, 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

Kalamazoo, MI

Fair PriceRobust · 75
$21,31470,784 mi

Market: $10,798 – $30,698

Comparison: 75 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 61 days listed (based on current market benchmarks)

Kalamazoo, 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

Holland, MI

UnscoredInsufficient · 0
$21,50047,659 mi

Holland, 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
$21,97592,890 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 Polestar 2 Plus

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

2023 Polestar 2 Plus

Grandville, MI

UnscoredInsufficient · 0
$22,30035,513 mi

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 PriceRobust · 102
$22,50031,488 mi

Market: $22,462 – $26,850

Comparison: 102 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

Holland, 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

Wayland, MI

UnscoredLimited · 6
$22,78013,519 mi

Comparison: 6 similar vehicles

Wayland, 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
$22,87530,182 mi

Byron Center, 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

Grandville, MI

UnscoredInsufficient · 0
$22,99520,663 mi

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
$23,28022,398 mi

Market: $22,180 – $27,308

Comparison: 11 similar vehicles

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

Holland, MI

2018 Tesla Model 3 Long Range Dual Motor

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

2018 Tesla Model 3 Long Range Dual Motor

Lansing, MI

Fair PriceModerate · 20
$23,28367,838 mi

Market: $15,275 – $24,238

Comparison: 20 similar vehicles

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

Lansing, 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

UnscoredLimited · 16
$23,450119,847 mi

Comparison: 16 similar vehicles

Kalamazoo, 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

Byron Center, MI

Fair PriceRobust · 55
$23,47510,555 mi

Market: $23,287 – $25,241

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 79 days listed (based on current market benchmarks)

Byron Center, 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

Grand Rapids, MI

Fair PriceLimited · 13
$23,50031,220 mi

Market: $20,848 – $25,895

Comparison: 13 similar vehicles

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

Grand Rapids, 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

UnscoredLimited · 6
$23,70037,576 mi

Comparison: 6 similar vehicles

Lowell, 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

Grand Rapids, MI

UnscoredInsufficient · 0
$23,81148,515 mi

Grand Rapids, MI

2023 Hyundai IONIQ 6 SEL

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

2023 Hyundai IONIQ 6 SEL

Wayland, MI

Fair PriceLimited · 10
$23,88029,933 mi

Market: $24,333 – $27,197

Comparison: 10 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 31 days listed (based on current market benchmarks)

Wayland, MI

2023 BMW iX Base

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

2023 BMW iX Base

Cedar Springs, MI

UnscoredInsufficient · 4
$23,9006,380 mi

Comparison: 4 similar vehicles

Cedar Springs, MI

2021 Tesla Model Y Long Range

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

2021 Tesla Model Y Long Range

Lansing, MI

UnscoredLimited · 6
$23,900108,149 mi

Comparison: 6 similar vehicles

Lansing, 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 · 15
$23,99442,468 mi

Market: $25,995 – $26,309

Comparison: 15 similar vehicles

Competitively priced ~8% below the typical range compared to similar vehicles · 67 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

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 · 75
$23,99523,518 mi

Market: $24,444 – $28,995

Comparison: 75 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 8 days listed (based on current market benchmarks)

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 · 11
$23,99825,679 mi

Market: $22,180 – $27,308

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 12 days listed (based on current market benchmarks)

Kentwood, MI

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

UnscoredLimited · 7
$24,050103,642 mi

Comparison: 7 similar vehicles

Springfield, MI

2023 Tesla Model 3 Base

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

2023 Tesla Model 3 Base

Byron Center, MI

Fair PriceLimited · 12
$24,27556,061 mi

Market: $24,401 – $29,199

Comparison: 12 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 8 days listed (based on current market benchmarks)

Byron Center, 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 · 11
$24,40023,591 mi

Market: $22,180 – $27,308

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 24 days listed (based on current market benchmarks)

Kalamazoo, 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 · 75
$24,44422,385 mi

Market: $23,995 – $28,995

Comparison: 75 similar vehicles

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

Grandville, MI

2023 Nissan Ariya Evolve+

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

2023 Nissan Ariya Evolve+

Muskegon, MI

UnscoredLimited · 5
$24,49031,918 mi

Comparison: 5 similar vehicles

Muskegon, 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
$24,50024,351 mi

Market: $22,180 – $27,308

Comparison: 11 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 26 days listed (based on current market benchmarks)

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

DeWitt, MI

UnscoredInsufficient · 4
$24,80020,980 mi

Comparison: 4 similar vehicles

DeWitt, 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

Fair PriceLimited · 16
$24,99432,496 mi

Market: $24,995 – $25,309

Comparison: 16 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 109 days listed (based on current market benchmarks)

Grandville, 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 manage their profile, 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, exports, and enhanced merchandising.
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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