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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 20, 2026

6M+

Unique vehicles analyzed

as of October 19, 2026

56,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

3.3M new·2.8M used·Listings processed daily

Or explore the market

197 listings found

2012 Nissan LEAF SL

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

2012 Nissan LEAF SL

Mishawaka, IN

UnscoredInsufficient · 0
$10,00026,773 mi

Mishawaka, IN

2018 Nissan LEAF SL

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

2018 Nissan LEAF SL

Jackson, MI

UnscoredInsufficient · 0
$10,900115,651 mi

Jackson, MI

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

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

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Jackson, MI

Fair PriceRobust · 92
$15,90015,350 mi

Market: $13,398 – $18,081

Comparison: 92 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Jackson, 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 · 25
$15,950158,880 mi

Comparison: 25 similar vehicles

Kalamazoo, MI

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Portage, MI

Fair PriceRobust · 77
$16,50611,845 mi

Market: $13,697 – $18,081

Comparison: 77 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Portage, MI

2023 Nissan Leaf SV Plus

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

2023 Nissan Leaf SV Plus

Mishawaka, IN

UnscoredInsufficient · 0
$16,85031,000 mi

Mishawaka, IN

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

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Jackson, MI

Fair PriceLimited · 19
$17,9008,013 mi

Market: $14,398 – $18,508

Comparison: 19 similar vehicles

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

Jackson, MI

2023 Chevrolet Bolt EV LT

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

2023 Chevrolet Bolt EV LT

Elkhart, IN

UnscoredInsufficient · 0
$17,93937,709 mi

Elkhart, IN

2023 Chevrolet Bolt EV LT

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

2023 Chevrolet Bolt EV LT

Elkhart, IN

UnscoredInsufficient · 4
$17,98345,422 mi

Comparison: 4 similar vehicles

Elkhart, IN

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

Mishawaka, IN

Fair PriceModerate · 24
$18,98085,468 mi

Market: $15,950 – $27,800

Comparison: 24 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 116 days listed (based on current market benchmarks)

Mishawaka, IN

2024 Nissan LEAF SV PLUS

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

2024 Nissan LEAF SV PLUS

Mishawaka, IN

UnscoredInsufficient · 3
$19,8506,000 mi

Comparison: 3 similar vehicles

Mishawaka, IN

2020 Chevrolet Bolt EV LT

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

2020 Chevrolet Bolt EV LT

Jackson, MI

UnscoredInsufficient · 0
$19,95010,553 mi

Jackson, MI

2024 Nissan LEAF SV PLUS

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

2024 Nissan LEAF SV PLUS

Schoolcraft, MI

UnscoredLimited · 6
$20,82318,840 mi

Comparison: 6 similar vehicles

Schoolcraft, 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 · 83
$21,31470,784 mi

Market: $11,750 – $88,866

Comparison: 83 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 62 days listed (based on current market benchmarks)

Kalamazoo, 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 · 19
$23,450119,847 mi

Comparison: 19 similar vehicles

Kalamazoo, 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

Montpelier, OH

UnscoredInsufficient · 4
$23,89822,221 mi

Comparison: 4 similar vehicles

Montpelier, OH

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

Jackson, MI

UnscoredLimited · 5
$23,90061,448 mi

Comparison: 5 similar vehicles

Jackson, MI

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Elkhart, IN

UnscoredInsufficient · 0
$23,99831,045 mi

Elkhart, IN

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

Angola, IN

UnscoredLimited · 5
$24,02751,991 mi

Comparison: 5 similar vehicles

Angola, 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

UnscoredLimited · 8
$24,050103,642 mi

Comparison: 8 similar vehicles

Springfield, 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: $23,000 – $26,808

Comparison: 11 similar vehicles

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

Kalamazoo, 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

Springfield, MI

UnscoredInsufficient · 0
$25,025109,502 mi

Springfield, 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

Springfield, MI

UnscoredInsufficient · 0
$25,155103,720 mi

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

OverpricedLimited · 10
$25,27433,347 mi

Market: $21,616 – $24,807

Comparison: 10 similar vehicles

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

Kalamazoo, 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

Otsego, MI

UnscoredInsufficient · 3
$25,50022,494 mi

Comparison: 3 similar vehicles

Otsego, 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

Jonesville, MI

Fair PriceRobust · 361
$25,79516,853 mi

Market: $22,847 – $34,517

Comparison: 361 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 88 days listed (based on current market benchmarks)

Jonesville, MI

2024 Nissan ARIYA Engage+

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

2024 Nissan ARIYA Engage+

Sturgis, MI

UnscoredInsufficient · 0
$25,85539,075 mi

Sturgis, 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

Jonesville, MI

UnscoredInsufficient · 4
$25,89520,191 mi

Comparison: 4 similar vehicles

Jonesville, MI

2024 Nissan ARIYA Engage+

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

2024 Nissan ARIYA Engage+

Marshall, MI

Fair PriceLimited · 15
$25,90622,255 mi

Market: $23,333 – $26,908

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 32 days listed (based on current market benchmarks)

Marshall, MI

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Elkhart, IN

Fair PriceLimited · 10
$25,99520,937 mi

Market: $23,995 – $27,995

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 30 days listed (based on current market benchmarks)

Elkhart, IN

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Elkhart, IN

UnscoredInsufficient · 4
$26,05810,247 mi

Comparison: 4 similar vehicles

Elkhart, IN

2023 Toyota bZ4X Limited

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

2023 Toyota bZ4X Limited

Springfield, MI

UnscoredInsufficient · 4
$26,11324,244 mi

Comparison: 4 similar vehicles

Springfield, 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

Wayland, MI

Fair PriceRobust · 331
$26,50018,641 mi

Market: $22,997 – $34,517

Comparison: 331 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Wayland, MI

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Elkhart, IN

UnscoredInsufficient · 4
$26,99512,034 mi

Comparison: 4 similar vehicles

Elkhart, IN

2025 Chevrolet Equinox EV 1LT

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

2025 Chevrolet Equinox EV 1LT

Otsego, MI

UnscoredLimited · 7
$26,99911,578 mi

Comparison: 7 similar vehicles

Otsego, MI

2024 Honda Prologue Touring

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

2024 Honda Prologue Touring

Portage, MI

OverpricedLimited · 12
$27,11334,122 mi

Market: $22,995 – $26,795

Comparison: 12 similar vehicles

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

Portage, MI

2024 Nissan ARIYA Evolve+

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

2024 Nissan ARIYA Evolve+

Portage, MI

Fair PriceRobust · 55
$27,70619,099 mi

Market: $24,555 – $28,998

Comparison: 55 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 46 days listed (based on current market benchmarks)

Portage, MI

2023 Polestar 2 Performance

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

2023 Polestar 2 Performance

Elkhart, IN

Fair PriceRobust · 51
$27,99535,413 mi

Market: $25,139 – $29,309

Comparison: 51 similar vehicles

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

Elkhart, IN

2023 Hyundai IONIQ 6 Limited

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

2023 Hyundai IONIQ 6 Limited

Mishawaka, IN

UnscoredInsufficient · 0
$27,99947,982 mi

Mishawaka, IN

2022 Tesla Model Y Performance

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

2022 Tesla Model Y Performance

Mishawaka, IN

Fair PriceModerate · 20
$27,999104,107 mi

Market: $22,650 – $88,866

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 16 days listed (based on current market benchmarks)

Mishawaka, IN

2020 Tesla Model Y Long Range

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

2020 Tesla Model Y Long Range

Mishawaka, IN

Fair PriceRobust · 75
$27,99960,458 mi

Market: $19,990 – $28,483

Comparison: 75 similar vehicles

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

Mishawaka, IN

2020 Tesla Model Y Performance

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

2020 Tesla Model Y Performance

Mishawaka, IN

UnscoredInsufficient · 3
$27,99966,591 mi

Comparison: 3 similar vehicles

Mishawaka, IN

2023 Toyota bZ4X Limited

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

2023 Toyota bZ4X Limited

Kalamazoo, MI

UnscoredInsufficient · 3
$28,20425,790 mi

Comparison: 3 similar vehicles

Kalamazoo, MI

2023 Toyota bZ4X Limited

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

2023 Toyota bZ4X Limited

Kalamazoo, MI

UnscoredInsufficient · 3
$28,20429,774 mi

Comparison: 3 similar vehicles

Kalamazoo, MI

2024 Honda Prologue Touring

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

2024 Honda Prologue Touring

Mishawaka, IN

Fair PriceLimited · 12
$28,24122,062 mi

Market: $24,650 – $28,590

Comparison: 12 similar vehicles

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

Mishawaka, IN

2024 Cadillac LYRIQ Tech

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

2024 Cadillac LYRIQ Tech

Springfield, MI

Great DealLimited · 12
$28,98917,550 mi

Market: $30,280 – $38,075

Comparison: 12 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 52 days listed (based on current market benchmarks)

Springfield, MI

2022 Ford Mustang Mach-E Premium AWD

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

2022 Ford Mustang Mach-E Premium AWD

Kalamazoo, MI

UnscoredInsufficient · 0
$29,31113,905 mi

Kalamazoo, 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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