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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

892 listings found

2018 Nissan LEAF SV

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

2018 Nissan LEAF SV

Novato, CA

UnscoredInsufficient · 4
$7,850107,845 mi

Comparison: 4 similar vehicles

Novato, CA

2017 Nissan LEAF SV

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

2017 Nissan LEAF SV

Napa, CA

UnscoredInsufficient · 0
$8,96137,098 mi

Napa, CA

2019 Nissan Leaf SV

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

2019 Nissan Leaf SV

San Rafael, CA

UnscoredInsufficient · 0
$11,491Mileage not verified

San Rafael, CA

2019 Chevrolet Bolt EV LT

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

2019 Chevrolet Bolt EV LT

Healdsburg, CA

UnscoredLimited · 17
$12,470137,006 mi

Comparison: 17 similar vehicles

Healdsburg, CA

2018 Chevrolet Bolt EV Premier

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

2018 Chevrolet Bolt EV Premier

San Rafael, CA

UnscoredInsufficient · 0
$12,82184,824 mi

San Rafael, CA

2021 Nissan Leaf SL Plus

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

2021 Nissan Leaf SL Plus

Novato, CA

UnscoredInsufficient · 0
$14,80056,618 mi

Novato, CA

2021 Nissan Leaf SV

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

2021 Nissan Leaf SV

Santa Rosa, CA

UnscoredInsufficient · 0
$14,99843,023 mi

Santa Rosa, CA

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Fairfield, CA

UnscoredInsufficient · 4
$16,98820,375 mi

Comparison: 4 similar vehicles

Fairfield, CA

2023 Hyundai Kona EV SEL

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

2023 Hyundai Kona EV SEL

Vallejo, CA

UnscoredInsufficient · 0
$16,99763,446 mi

Vallejo, CA

2023 Nissan Leaf S

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

2023 Nissan Leaf S

Novato, CA

UnscoredInsufficient · 0
$17,12021,517 mi

Novato, CA

2024 Nissan ARIYA Engage

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

2024 Nissan ARIYA Engage

Vallejo, CA

UnscoredInsufficient · 0
$17,59744,183 mi

Vallejo, CA

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

Vallejo, CA

Fair PriceModerate · 22
$17,99564,817 mi

Market: $16,995 – $18,493

Comparison: 22 similar vehicles

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

Vallejo, CA

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

Novato, CA

UnscoredInsufficient · 4
$18,01733,429 mi

Comparison: 4 similar vehicles

Novato, CA

2022 Hyundai Kona EV SEL

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

2022 Hyundai Kona EV SEL

Santa Rosa, CA

UnscoredInsufficient · 0
$18,61338,347 mi

Santa Rosa, CA

2023 Nissan Ariya Venture+

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

2023 Nissan Ariya Venture+

Napa, CA

UnscoredInsufficient · 0
$18,94797,500 mi

Napa, CA

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

Santa Rosa, CA

OverpricedLimited · 18
$18,98364,118 mi

Market: $16,403 – $16,972

Comparison: 18 similar vehicles

Priced ~12% above the typical market range for similar vehicles (based on current market benchmarks)

Santa Rosa, CA

2025 Nissan Leaf S

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

2025 Nissan Leaf S

Fairfield, CA

UnscoredInsufficient · 4
$18,98820,170 mi

Comparison: 4 similar vehicles

Fairfield, CA

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

San Rafael, CA

UnscoredLimited · 11
$18,991Mileage not verified

Comparison: 11 similar vehicles

San Rafael, CA

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

Santa Rosa, CA

UnscoredInsufficient · 3
$18,99418,743 mi

Comparison: 3 similar vehicles

Santa Rosa, CA

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

Vallejo, CA

Fair PriceLimited · 12
$18,99558,404 mi

Market: $18,988 – $26,008

Comparison: 12 similar vehicles

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

Vallejo, CA

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

Napa, CA

UnscoredInsufficient · 3
$19,57596,292 mi

Comparison: 3 similar vehicles

Napa, CA

2022 Kia EV6 GT-Line

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

2022 Kia EV6 GT-Line

Novato, CA

UnscoredInsufficient · 0
$19,62199,391 mi

Novato, CA

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

Vallejo, CA

Fair PriceLimited · 11
$19,888100,106 mi

Market: $12,995 – $26,100

Comparison: 11 similar vehicles

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

Vallejo, CA

2023 Toyota bZ4X Limited

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

2023 Toyota bZ4X Limited

Santa Rosa, CA

Fair PriceLimited · 15
$19,89384,634 mi

Market: $17,049 – $24,058

Comparison: 15 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 91 days listed (based on current market benchmarks)

Santa Rosa, CA

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

Santa Rosa, CA

UnscoredInsufficient · 0
$19,99830,040 mi

Santa Rosa, CA

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

Santa Rosa, CA

UnscoredInsufficient · 0
$19,99817,281 mi

Santa Rosa, CA

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

Vallejo, CA

Fair PriceLimited · 17
$20,060118,432 mi

Market: $18,991 – $28,991

Comparison: 17 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 14 days listed (based on current market benchmarks)

Vallejo, CA

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

Napa, CA

UnscoredInsufficient · 0
$20,17926,695 mi

Napa, CA

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

Santa Rosa, CA

UnscoredLimited · 6
$20,25968,977 mi

Comparison: 6 similar vehicles

Santa Rosa, CA

2023 Subaru SOLTERRA Limited

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

2023 Subaru SOLTERRA Limited

Ukiah, CA

Fair PriceLimited · 12
$20,36259,870 mi

Market: $19,076 – $23,394

Comparison: 12 similar vehicles

Fairly priced — in line with the typical market range for similar vehicles · 75 days listed (based on current market benchmarks)

Ukiah, CA

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

San Rafael, CA

UnscoredInsufficient · 3
$20,49920,035 mi

Comparison: 3 similar vehicles

San Rafael, CA

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

Fairfield, CA

UnscoredInsufficient · 0
$20,66821,991 mi

Fairfield, CA

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

Santa Rosa, CA

OverpricedLimited · 11
$20,69638,617 mi

Market: $18,892 – $20,688

Comparison: 11 similar vehicles

Santa Rosa, CA

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

Fairfield, CA

UnscoredInsufficient · 4
$20,71320,019 mi

Comparison: 4 similar vehicles

Fairfield, CA

2022 Chevrolet Bolt EUV LT

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

2022 Chevrolet Bolt EUV LT

Santa Rosa, CA

UnscoredInsufficient · 0
$20,86730,855 mi

Santa Rosa, CA

2023 Toyota bZ4X XLE

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

2023 Toyota bZ4X XLE

San Rafael, CA

UnscoredLimited · 9
$20,991Mileage not verified

Comparison: 9 similar vehicles

San Rafael, CA

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

San Rafael, CA

Fair PriceLimited · 11
$20,991Mileage not verified

Market: $18,991 – $25,999

Comparison: 11 similar vehicles

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

San Rafael, CA

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

San Rafael, CA

UnscoredLimited · 6
$20,994Mileage not verified

Comparison: 6 similar vehicles

San Rafael, CA

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

Vallejo, CA

Fair PriceLimited · 16
$20,99544,956 mi

Market: $19,305 – $23,635

Comparison: 16 similar vehicles

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

Vallejo, CA

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

Fairfield, CA

UnscoredInsufficient · 4
$20,99835,887 mi

Comparison: 4 similar vehicles

Fairfield, CA

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

Santa Rosa, CA

Fair PriceLimited · 11
$20,99832,910 mi

Market: $20,289 – $21,712

Comparison: 11 similar vehicles

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

Santa Rosa, CA

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

Santa Rosa, CA

UnscoredInsufficient · 0
$20,99826,875 mi

Santa Rosa, CA

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

Santa Rosa, CA

UnscoredInsufficient · 0
$20,99810,520 mi

Santa Rosa, CA

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

Santa Rosa, CA

UnscoredLimited · 6
$20,99825,786 mi

Comparison: 6 similar vehicles

Santa Rosa, CA

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

Santa Rosa, CA

UnscoredInsufficient · 4
$20,99841,390 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

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

Santa Rosa, CA

UnscoredInsufficient · 4
$20,99842,836 mi

Comparison: 4 similar vehicles

Santa Rosa, CA

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

Santa Rosa, CA

UnscoredInsufficient · 0
$21,11111,478 mi

Santa Rosa, CA

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

San Rafael, CA

Fair PriceModerate · 42
$21,17135,956 mi

Market: $18,146 – $21,998

Comparison: 42 similar vehicles

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

San Rafael, CA

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

Santa Rosa, CA

OverpricedLimited · 12
$21,88841,490 mi

Market: $17,500 – $20,869

Comparison: 12 similar vehicles

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

Santa Rosa, CA

2024 Polestar 2 Base

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

2024 Polestar 2 Base

Fairfield, CA

UnscoredLimited · 6
$21,98833,252 mi

Comparison: 6 similar vehicles

Fairfield, CA

You can page through the first 500 listings. Add a filter, such as a ZIP code, price or year, to see others.

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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