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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 21, 2026

6M+

Unique vehicles analyzed

as of October 20, 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

398 listings found

2019 Hyundai Ioniq Limited

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

2019 Hyundai Ioniq Limited

Attica, NY

UnscoredInsufficient · 3
$13,17583,033 mi

Comparison: 3 similar vehicles

Attica, NY

2022 Nissan LEAF S

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

2022 Nissan LEAF S

Rochester, NY

UnscoredInsufficient · 0
$14,1749,807 mi

Rochester, NY

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Williamsville, NY

UnscoredInsufficient · 0
$14,19033,725 mi

Williamsville, NY

2023 Nissan Leaf S

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

2023 Nissan Leaf S

Orchard Park, NY

UnscoredInsufficient · 0
$14,75033,487 mi

Orchard Park, NY

No Photo

2022 Nissan LEAF S

Rochester, NY

UnscoredInsufficient · 0
$15,1747,782 mi

Rochester, NY

2022 Nissan LEAF S

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

2022 Nissan LEAF S

Rochester, NY

UnscoredInsufficient · 0
$15,1747,114 mi

Rochester, NY

2019 Hyundai Ioniq Limited

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

2019 Hyundai Ioniq Limited

Akron, NY

UnscoredLimited · 6
$15,99060,764 mi

Comparison: 6 similar vehicles

Akron, NY

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Orchard Park, NY

Fair PriceLimited · 13
$16,8248,393 mi

Market: $16,824 – $17,174

Comparison: 13 similar vehicles

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

Orchard Park, NY

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Depew, NY

Fair PriceLimited · 13
$16,8248,990 mi

Market: $16,824 – $17,174

Comparison: 13 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 41 days listed (based on current market benchmarks)

Depew, NY

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Depew, NY

Fair PriceModerate · 39
$16,97717,472 mi

Market: $16,980 – $17,155

Comparison: 39 similar vehicles

Fairly priced — priced near the comparable range, but not far enough below it to qualify as a Great Deal · 12 days listed (based on current market benchmarks)

Depew, NY

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Springville, NY

Fair PriceModerate · 27
$16,98014,736 mi

Market: $16,977 – $17,155

Comparison: 27 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 2 days listed (based on current market benchmarks)

Springville, NY

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Lockport, NY

Fair PriceModerate · 33
$16,98014,330 mi

Market: $16,977 – $17,155

Comparison: 33 similar vehicles

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

Lockport, NY

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Springville, NY

Fair PriceModerate · 27
$16,98010,792 mi

Market: $16,977 – $17,155

Comparison: 27 similar vehicles

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

Springville, NY

2015 Tesla Model S 70D

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

2015 Tesla Model S 70D

Alden, NY

UnscoredInsufficient · 0
$17,79574,705 mi

Alden, NY

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

Buffalo, NY

UnscoredInsufficient · 0
$17,94848,328 mi

Buffalo, NY

2021 Volkswagen ID.4 1st Edition

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

2021 Volkswagen ID.4 1st Edition

Niagara Falls, NY

UnscoredLimited · 5
$17,99966,111 mi

Comparison: 5 similar vehicles

Niagara Falls, NY

2021 Volkswagen ID.4 1st Edition

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

2021 Volkswagen ID.4 1st Edition

Akron, NY

UnscoredInsufficient · 0
$19,59058,239 mi

Akron, NY

2023 Volkswagen ID.4 S

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

2023 Volkswagen ID.4 S

Akron, NY

UnscoredInsufficient · 0
$19,99056,843 mi

Akron, NY

2022 Polestar 2 Base

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

2022 Polestar 2 Base

Akron, NY

UnscoredInsufficient · 0
$19,99082,012 mi

Akron, NY

2025 Nissan Leaf SV PLUS

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

2025 Nissan Leaf SV PLUS

Orchard Park, NY

UnscoredInsufficient · 0
$20,65023,092 mi

Orchard Park, NY

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

Buffalo, NY

UnscoredInsufficient · 0
$20,91616,622 mi

Buffalo, NY

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

Buffalo, NY

UnscoredInsufficient · 0
$20,93636,385 mi

Buffalo, NY

2023 Nissan Ariya Engage

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

2023 Nissan Ariya Engage

Orchard Park, NY

UnscoredInsufficient · 4
$21,50019,828 mi

Comparison: 4 similar vehicles

Orchard Park, NY

2022 Volkswagen ID.4 PRO

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

2022 Volkswagen ID.4 PRO

Akron, NY

UnscoredInsufficient · 0
$21,59039,846 mi

Akron, NY

2023 Nissan Ariya Engage

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

2023 Nissan Ariya Engage

Niagara Falls, NY

Great DealLimited · 11
$21,75020,979 mi

Market: $22,991 – $23,166

Comparison: 11 similar vehicles

Competitively priced ~5% below the typical range compared to similar vehicles · 62 days listed (based on current market benchmarks)

Niagara Falls, NY

2024 Volkswagen ID.4 PRO

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

2024 Volkswagen ID.4 PRO

Akron, NY

UnscoredInsufficient · 0
$21,99049,791 mi

Akron, NY

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

Akron, NY

UnscoredInsufficient · 0
$21,99053,741 mi

Akron, NY

2023 Volkswagen ID.4 PRO

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

2023 Volkswagen ID.4 PRO

Grand Island, NY

UnscoredInsufficient · 0
$22,17514,836 mi

Grand Island, NY

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

Akron, NY

Fair PriceLimited · 10
$22,590103,050 mi

Market: $19,159 – $26,590

Comparison: 10 similar vehicles

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

Akron, NY

2024 Toyota bZ4X Limited

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

2024 Toyota bZ4X Limited

Buffalo, NY

UnscoredInsufficient · 0
$22,73567,422 mi

Buffalo, NY

2023 Toyota bZ4X Limited

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

2023 Toyota bZ4X Limited

Buffalo, NY

UnscoredInsufficient · 3
$22,93030,152 mi

Comparison: 3 similar vehicles

Buffalo, NY

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Akron, NY

UnscoredInsufficient · 0
$22,99042,505 mi

Akron, NY

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

Akron, NY

Fair PriceLimited · 12
$22,99065,787 mi

Market: $21,255 – $24,995

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 17 days listed (based on current market benchmarks)

Akron, NY

2023 Nissan Ariya Engage

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

2023 Nissan Ariya Engage

Lockport, NY

OverpricedLimited · 11
$22,99124,443 mi

Market: $21,750 – $21,925

Comparison: 11 similar vehicles

Priced ~5% above the typical market range for similar vehicles (based on current market benchmarks)

Lockport, NY

2024 Hyundai IONIQ 5 SEL

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

2024 Hyundai IONIQ 5 SEL

Olean, NY

Great DealModerate · 29
$23,17522,076 mi

Market: $23,998 – $28,549

Comparison: 29 similar vehicles

Competitively priced ~3% below the typical range compared to similar vehicles · 73 days listed (based on current market benchmarks)

Olean, NY

2023 Volkswagen ID.4 PRO S

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

2023 Volkswagen ID.4 PRO S

Akron, NY

Fair PriceLimited · 10
$23,99032,492 mi

Market: $22,247 – $24,847

Comparison: 10 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 53 days listed (based on current market benchmarks)

Akron, NY

2023 Subaru SOLTERRA Premium

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

2023 Subaru SOLTERRA Premium

Akron, NY

OverpricedLimited · 10
$23,99022,744 mi

Market: $18,998 – $23,332

Comparison: 10 similar vehicles

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

Akron, NY

2023 Fisker Ocean Extreme

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

2023 Fisker Ocean Extreme

Hornell, NY

UnscoredInsufficient · 0
$23,995Mileage not verified

Hornell, NY

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

Kenmore, NY

UnscoredInsufficient · 0
$24,47331,469 mi

Kenmore, NY

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

Attica, NY

UnscoredInsufficient · 4
$24,8783,222 mi

Comparison: 4 similar vehicles

Attica, NY

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

Brockport, NY

UnscoredInsufficient · 0
$24,90123,600 mi

Brockport, NY

2023 Volkswagen ID.4 PRO S PLUS

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

2023 Volkswagen ID.4 PRO S PLUS

Getzville, NY

UnscoredInsufficient · 0
$24,93838,926 mi

Getzville, NY

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

Honeoye Falls, NY

Fair PriceModerate · 31
$24,98723,281 mi

Market: $22,720 – $27,478

Comparison: 31 similar vehicles

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

Honeoye Falls, NY

2022 Audi e-tron Sportback Premium

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

2022 Audi e-tron Sportback Premium

Akron, NY

UnscoredInsufficient · 0
$24,99052,209 mi

Akron, NY

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

Avon, NY

UnscoredInsufficient · 0
$24,99543,000 mi

Avon, NY

2023 Kia EV6 Wind

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

2023 Kia EV6 Wind

Buffalo, NY

UnscoredLimited · 6
$24,99828,035 mi

Comparison: 6 similar vehicles

Buffalo, NY

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

Orchard Park, NY

UnscoredInsufficient · 0
$24,99951,079 mi

Orchard Park, NY

2024 Chevrolet Blazer EV RS

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

2024 Chevrolet Blazer EV RS

Ransomville, NY

UnscoredInsufficient · 0
$25,17435,904 mi

Ransomville, NY

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

Akron, NY

Fair PriceRobust · 52
$25,99016,557 mi

Market: $22,847 – $28,489

Comparison: 52 similar vehicles

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

Akron, NY

2023 Hyundai IONIQ 5 SEL

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

2023 Hyundai IONIQ 5 SEL

Buffalo, NY

UnscoredInsufficient · 0
$25,99830,219 mi

Buffalo, NY

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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