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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 17, 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

1,154 listings found

2013 Nissan LEAF S

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

2013 Nissan LEAF S

Hartville, OH

UnscoredInsufficient · 0
$4,49995,871 mi

Hartville, OH

2014 Nissan LEAF SV

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

2014 Nissan LEAF SV

Cleveland, OH

UnscoredInsufficient · 0
$5,90089,801 mi

Cleveland, OH

2016 Nissan LEAF SV

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

2016 Nissan LEAF SV

Cleveland, OH

UnscoredInsufficient · 0
$6,99560,144 mi

Cleveland, OH

2016 Nissan LEAF S

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

2016 Nissan LEAF S

Hudson, OH

UnscoredInsufficient · 0
$7,99947,451 mi

Hudson, OH

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

Wadsworth, OH

UnscoredInsufficient · 0
$9,78896,089 mi

Wadsworth, OH

2019 Tesla Model 3 Base

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

2019 Tesla Model 3 Base

Cleveland, OH

UnscoredInsufficient · 4
$10,950132,000 mi

Comparison: 4 similar vehicles

Cleveland, OH

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Cuyahoga Falls, OH

Great DealRobust · 75
$13,39818,988 mi

Market: $13,998 – $17,392

Comparison: 75 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 11 days listed (based on current market benchmarks)

Cuyahoga Falls, OH

2021 Hyundai Kona EV SEL

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

2021 Hyundai Kona EV SEL

Cleveland, OH

UnscoredInsufficient · 0
$13,58767,977 mi

Cleveland, OH

2020 Hyundai IONIQ Limited

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

2020 Hyundai IONIQ Limited

Mentor, OH

UnscoredInsufficient · 0
$13,94866,707 mi

Mentor, OH

No Photo

2018 Tesla Model 3 Base

Painesville, OH

UnscoredInsufficient · 0
$13,985140,054 mi

Painesville, OH

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Cuyahoga Falls, OH

Great DealModerate · 30
$14,3983,322 mi

Market: $16,824 – $17,900

Comparison: 30 similar vehicles

Competitively priced ~14% below the typical range compared to similar vehicles · 11 days listed (based on current market benchmarks)

Cuyahoga Falls, OH

2019 Hyundai Ioniq Base

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

2019 Hyundai Ioniq Base

Kirtland, OH

UnscoredInsufficient · 0
$14,89327,515 mi

Kirtland, OH

2021 Hyundai Kona EV Limited

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

2021 Hyundai Kona EV Limited

Cleveland, OH

UnscoredInsufficient · 0
$15,09858,548 mi

Cleveland, OH

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

Lorain, OH

UnscoredInsufficient · 0
$15,59070,756 mi

Lorain, OH

2021 Hyundai Kona EV SEL

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

2021 Hyundai Kona EV SEL

Akron, OH

UnscoredInsufficient · 0
$15,59553,753 mi

Akron, OH

2019 Nissan Leaf S

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

2019 Nissan Leaf S

Lorain, OH

UnscoredInsufficient · 0
$15,99025,641 mi

Lorain, OH

2017 Chevrolet Bolt EV LT

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

2017 Chevrolet Bolt EV LT

Lorain, OH

UnscoredInsufficient · 0
$16,59051,536 mi

Lorain, OH

2021 Hyundai Kona EV Limited

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

2021 Hyundai Kona EV Limited

Cleveland, OH

UnscoredInsufficient · 0
$16,64751,445 mi

Cleveland, OH

2022 Hyundai Kona EV Limited

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

2022 Hyundai Kona EV Limited

Cleveland, OH

UnscoredInsufficient · 0
$16,74346,998 mi

Cleveland, OH

2021 Hyundai IONIQ Limited

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

2021 Hyundai IONIQ Limited

Lorain, OH

UnscoredInsufficient · 0
$16,99064,740 mi

Lorain, OH

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

Cuyahoga Falls, OH

UnscoredInsufficient · 3
$17,39814,066 mi

Comparison: 3 similar vehicles

Cuyahoga Falls, OH

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

Cleveland, OH

UnscoredLimited · 8
$17,491142,077 mi

Comparison: 8 similar vehicles

Cleveland, OH

2021 Chevrolet Bolt EV LT

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

2021 Chevrolet Bolt EV LT

Akron, OH

UnscoredInsufficient · 0
$17,94345,263 mi

Akron, OH

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

Cleveland, OH

Salvage title
$18,00031,000 mi

Cleveland, OH

2016 Tesla Model S P100D

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

2016 Tesla Model S P100D

Cleveland, OH

UnscoredInsufficient · 0
$18,000114,353 mi

Cleveland, OH

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

Akron, OH

UnscoredLimited · 13
$18,24756,916 mi

Comparison: 13 similar vehicles

Akron, OH

2019 Tesla Model 3 Base

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

2019 Tesla Model 3 Base

Chardon, OH

UnscoredInsufficient · 3
$18,28592,011 mi

Comparison: 3 similar vehicles

Chardon, OH

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

Brecksville, OH

UnscoredInsufficient · 0
$18,36421,620 mi

Brecksville, OH

2016 Tesla Model S 90D

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

2016 Tesla Model S 90D

Cleveland, OH

UnscoredInsufficient · 0
$18,43898,908 mi

Cleveland, OH

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

Parma, OH

UnscoredLimited · 8
$18,89725,251 mi

Comparison: 8 similar vehicles

Parma, OH

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

Lorain, OH

UnscoredInsufficient · 0
$18,99037,664 mi

Lorain, OH

2023 Subaru SOLTERRA Premium

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

2023 Subaru SOLTERRA Premium

Cuyahoga Falls, OH

UnscoredLimited · 9
$18,99825,119 mi

Comparison: 9 similar vehicles

Cuyahoga Falls, OH

2016 Tesla Model X 75D

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

2016 Tesla Model X 75D

Elyria, OH

UnscoredLimited · 7
$18,999111,851 mi

Comparison: 7 similar vehicles

Elyria, OH

2022 Volkswagen ID.4 PRO S

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

2022 Volkswagen ID.4 PRO S

Streetsboro, OH

UnscoredInsufficient · 0
$19,04722,983 mi

Streetsboro, OH

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, OH

UnscoredLimited · 9
$19,159116,484 mi

Comparison: 9 similar vehicles

Akron, OH

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

Mayfield Heights, OH

UnscoredInsufficient · 0
$19,36841,200 mi

Mayfield Heights, OH

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

Cuyahoga Falls, OH

UnscoredInsufficient · 3
$19,3989,105 mi

Comparison: 3 similar vehicles

Cuyahoga Falls, OH

2023 Nissan Ariya Engage

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

2023 Nissan Ariya Engage

Mayfield Heights, OH

Great DealLimited · 14
$19,54818,881 mi

Market: $20,297 – $23,590

Comparison: 14 similar vehicles

Competitively priced ~4% below the typical range compared to similar vehicles · 51 days listed (based on current market benchmarks)

Mayfield Heights, OH

2022 Chevrolet Bolt EUV Premier

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

2022 Chevrolet Bolt EUV Premier

Mentor, OH

UnscoredInsufficient · 0
$19,79953,419 mi

Mentor, OH

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

Lorain, OH

UnscoredLimited · 6
$19,99072,889 mi

Comparison: 6 similar vehicles

Lorain, OH

2019 Tesla Model 3 Base

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

2019 Tesla Model 3 Base

Lorain, OH

Fair PriceModerate · 20
$19,99088,356 mi

Market: $10,950 – $21,481

Comparison: 20 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 39 days listed (based on current market benchmarks)

Lorain, OH

2023 Subaru SOLTERRA Premium

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

2023 Subaru SOLTERRA Premium

Cuyahoga Falls, OH

UnscoredLimited · 9
$19,99821,775 mi

Comparison: 9 similar vehicles

Cuyahoga Falls, OH

2023 VinFast VF 8 City Edition

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

2023 VinFast VF 8 City Edition

Hudson, OH

UnscoredInsufficient · 0
$19,99924,627 mi

Hudson, OH

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

Parma, OH

UnscoredInsufficient · 4
$20,04768,244 mi

Comparison: 4 similar vehicles

Parma, OH

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

Cuyahoga Falls, OH

Fair PriceLimited · 15
$20,33840,021 mi

Market: $19,695 – $21,590

Comparison: 15 similar vehicles

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

Cuyahoga Falls, OH

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Cuyahoga Falls, OH

UnscoredInsufficient · 4
$20,39835,671 mi

Comparison: 4 similar vehicles

Cuyahoga Falls, OH

2023 Subaru SOLTERRA Premium

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

2023 Subaru SOLTERRA Premium

Cuyahoga Falls, OH

UnscoredLimited · 7
$20,39831,099 mi

Comparison: 7 similar vehicles

Cuyahoga Falls, OH

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Cuyahoga Falls, OH

UnscoredInsufficient · 4
$20,39828,360 mi

Comparison: 4 similar vehicles

Cuyahoga Falls, OH

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

Bedford, OH

UnscoredInsufficient · 4
$20,44378,842 mi

Comparison: 4 similar vehicles

Bedford, OH

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Parma, OH

UnscoredInsufficient · 0
$20,44721,374 mi

Parma, OH

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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