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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 · November 7, 2026

7.1M+

Vehicles tracked nationwide

6M+ searchable on oav.io

60,000+

US dealerships

Daily

Data pipeline

Comparable

Market-evidence analysis

New and used·Listings processed daily

Or explore the market

48 listings found

2017 Ferrari California T Base

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

2017 Ferrari California T Base

Mill Valley, CA

UnscoredInsufficient · 0
$135,12235,475 mi

Mill Valley, CA

2007 Ferrari F430 Base

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

2007 Ferrari F430 Base

Mill Valley, CA

UnscoredInsufficient · 0
$224,98629,066 mi

Mill Valley, CA

2022 Ferrari Portofino M

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

2022 Ferrari Portofino M

Mill Valley, CA

UnscoredInsufficient · 0
$267,96214,957 mi

Mill Valley, CA

2002 Ferrari 360 Base

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

2002 Ferrari 360 Base

Mill Valley, CA

UnscoredInsufficient · 0
$300,12119,083 mi

Mill Valley, CA

2024 Ferrari Roma Base

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

2024 Ferrari Roma Base

Mill Valley, CA

UnscoredInsufficient · 0
$324,7471,727 mi

Mill Valley, CA

2023 Ferrari 296 Base

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

2023 Ferrari 296 Base

Mill Valley, CA

UnscoredInsufficient · 3
$328,1036,072 mi

Comparison: 3 similar vehicles

Mill Valley, CA

2018 Ferrari 488 GTB Base

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

2018 Ferrari 488 GTB Base

Mill Valley, CA

UnscoredInsufficient · 0
$329,12216,773 mi

Mill Valley, CA

2011 Ferrari 458 Italia Base

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

2011 Ferrari 458 Italia Base

Mill Valley, CA

UnscoredInsufficient · 0
$360,05523,119 mi

Mill Valley, CA

2023 Ferrari 296 Base

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

2023 Ferrari 296 Base

Mill Valley, CA

UnscoredInsufficient · 3
$369,2428,014 mi

Comparison: 3 similar vehicles

Mill Valley, CA

2013 Ferrari 458 Italia Base

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

2013 Ferrari 458 Italia Base

Mill Valley, CA

UnscoredInsufficient · 0
$370,02123,639 mi

Mill Valley, CA

2018 Ferrari 488 GTB Base

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

2018 Ferrari 488 GTB Base

Mill Valley, CA

UnscoredInsufficient · 0
$379,63921,195 mi

Mill Valley, CA

2009 Ferrari F430 Spider

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

2009 Ferrari F430 Spider

Mill Valley, CA

UnscoredInsufficient · 0
$388,1228,845 mi

Mill Valley, CA

2019 Ferrari 488 Spider Base

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

2019 Ferrari 488 Spider Base

Mill Valley, CA

UnscoredInsufficient · 0
$389,67517,681 mi

Mill Valley, CA

2023 Ferrari 296 Base

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

2023 Ferrari 296 Base

Mill Valley, CA

UnscoredInsufficient · 3
$397,1223,154 mi

Comparison: 3 similar vehicles

Mill Valley, CA

2017 Ferrari 488 GTB Base

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

2017 Ferrari 488 GTB Base

Mill Valley, CA

UnscoredInsufficient · 0
$399,6479,725 mi

Mill Valley, CA

2017 Ferrari 488 GTB Base

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

2017 Ferrari 488 GTB Base

Mill Valley, CA

UnscoredInsufficient · 0
$409,1228,950 mi

Mill Valley, CA

2016 Ferrari 488 Spider Base

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

2016 Ferrari 488 Spider Base

Mill Valley, CA

UnscoredInsufficient · 0
$419,1224,455 mi

Mill Valley, CA

2022 Ferrari F8 Base

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

2022 Ferrari F8 Base

Mill Valley, CA

UnscoredInsufficient · 0
$429,12214,704 mi

Mill Valley, CA

2014 Ferrari 458 Spider Base

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

2014 Ferrari 458 Spider Base

Mill Valley, CA

UnscoredInsufficient · 0
$463,30318,300 mi

Mill Valley, CA

2023 Ferrari Purosangue

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

2023 Ferrari Purosangue

Mill Valley, CA

UnscoredInsufficient · 0
$479,1227,039 mi

Mill Valley, CA

2022 Ferrari SF90 Base

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

2022 Ferrari SF90 Base

Mill Valley, CA

UnscoredInsufficient · 0
$485,7983,231 mi

Mill Valley, CA

2023 Ferrari SF90 Base

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

2023 Ferrari SF90 Base

Mill Valley, CA

UnscoredInsufficient · 0
$489,1223,593 mi

Mill Valley, CA

2014 Ferrari F12berlinetta Base

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

2014 Ferrari F12berlinetta Base

Mill Valley, CA

UnscoredInsufficient · 0
$489,12214,912 mi

Mill Valley, CA

2019 Ferrari 488 Spider Base

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

2019 Ferrari 488 Spider Base

Mill Valley, CA

UnscoredInsufficient · 0
$499,122667 mi

Mill Valley, CA

2014 Ferrari F12berlinetta Base

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

2014 Ferrari F12berlinetta Base

Mill Valley, CA

UnscoredInsufficient · 0
$509,1227,870 mi

Mill Valley, CA

2018 Ferrari 812 Base

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

2018 Ferrari 812 Base

Mill Valley, CA

UnscoredInsufficient · 0
$528,47617,647 mi

Mill Valley, CA

2019 Ferrari 812 Base

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

2019 Ferrari 812 Base

Mill Valley, CA

UnscoredInsufficient · 0
$529,12220,201 mi

Mill Valley, CA

2016 Ferrari F12berlinetta Base

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

2016 Ferrari F12berlinetta Base

Mill Valley, CA

UnscoredInsufficient · 0
$548,24219,939 mi

Mill Valley, CA

2018 Ferrari 812 Base

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

2018 Ferrari 812 Base

Mill Valley, CA

UnscoredInsufficient · 0
$549,1224,182 mi

Mill Valley, CA

2014 Ferrari 458 Spider Base

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

2014 Ferrari 458 Spider Base

Mill Valley, CA

UnscoredInsufficient · 0
$549,12214,334 mi

Mill Valley, CA

2021 Ferrari F8 Base

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

2021 Ferrari F8 Base

Mill Valley, CA

UnscoredInsufficient · 0
$559,12214,443 mi

Mill Valley, CA

2015 Ferrari F12berlinetta Base

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

2015 Ferrari F12berlinetta Base

Mill Valley, CA

UnscoredInsufficient · 0
$569,12216,783 mi

Mill Valley, CA

2024 Ferrari SF90 Base

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

2024 Ferrari SF90 Base

Mill Valley, CA

UnscoredInsufficient · 0
$593,4222,085 mi

Mill Valley, CA

2022 Ferrari SF90 Base

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

2022 Ferrari SF90 Base

Mill Valley, CA

UnscoredInsufficient · 0
$599,1225,867 mi

Mill Valley, CA

2016 Ferrari F12berlinetta Base

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

2016 Ferrari F12berlinetta Base

Mill Valley, CA

UnscoredInsufficient · 0
$599,1229,300 mi

Mill Valley, CA

2005 Ferrari Superamerica Base

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

2005 Ferrari Superamerica Base

Mill Valley, CA

UnscoredInsufficient · 0
$599,1227,048 mi

Mill Valley, CA

2025 Ferrari 12Cilindri Base

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

2025 Ferrari 12Cilindri Base

Mill Valley, CA

UnscoredInsufficient · 0
$630,1216,135 mi

Mill Valley, CA

2015 Ferrari 458 Spider Base

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

2015 Ferrari 458 Spider Base

Mill Valley, CA

UnscoredInsufficient · 0
$639,1226,780 mi

Mill Valley, CA

2022 Ferrari F8 Base

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

2022 Ferrari F8 Base

Mill Valley, CA

Unscored
$677,9282,858 mi

Comparison: 6 similar vehicles

Mill Valley, CA

2024 Ferrari SF90 Base

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

2024 Ferrari SF90 Base

Mill Valley, CA

UnscoredInsufficient · 0
$679,122778 mi

Mill Valley, CA

2022 Ferrari F8 Base

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

2022 Ferrari F8 Base

Mill Valley, CA

Unscored
$699,1221,160 mi

Comparison: 6 similar vehicles

Mill Valley, CA

2026 Ferrari 12Cilindri Base

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

2026 Ferrari 12Cilindri Base

Mill Valley, CA

UnscoredInsufficient · 0
$711,6621,096 mi

Mill Valley, CA

2008 Ferrari F430 Scuderia

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

2008 Ferrari F430 Scuderia

Mill Valley, CA

UnscoredInsufficient · 0
$799,12216,012 mi

Mill Valley, CA

2022 Ferrari 812 GTS Base

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

2022 Ferrari 812 GTS Base

Mill Valley, CA

UnscoredInsufficient · 3
$818,2832,643 mi

Comparison: 3 similar vehicles

Mill Valley, CA

2021 Ferrari 812 GTS Base

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

2021 Ferrari 812 GTS Base

Mill Valley, CA

UnscoredInsufficient · 0
$838,6222,185 mi

Mill Valley, CA

2022 Ferrari 812 GTS Base

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

2022 Ferrari 812 GTS Base

Mill Valley, CA

UnscoredInsufficient · 3
$857,1215,131 mi

Comparison: 3 similar vehicles

Mill Valley, CA

2009 Ferrari F430 Scuderia

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

2009 Ferrari F430 Scuderia

Mill Valley, CA

UnscoredInsufficient · 0
$889,1227,915 mi

Mill Valley, CA

2014 Ferrari 458 Speciale Base

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

2014 Ferrari 458 Speciale Base

Mill Valley, CA

UnscoredInsufficient · 0
$1,291,1178,381 mi

Mill Valley, CA

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 recently 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.
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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