Diligence memo · auto-generated · as of July 2, 2026
JUUL Labs, Inc.
JUUL Labs, Inc. looks over-valued against its niche peers and is at-risk on financing cadence.
Businessfiled
JUUL Labs, Inc. operates in Software / Tech, based in WASHINGTON, D.C.. Juul Labs is on a mission to transition the world’s billion adult smokers away from combustible cigarettes, eliminate their use, and combat underage usage of our products.
Capital & rounds (filed)filed
JUUL Labs, Inc. has raised $4.4B in disclosed capital across 8 recorded rounds, aggregated from public filings. Its latest round is modeled as Growth/Late (a round over $400M).
Largest single filing: $2.0B on 2023-10-27.
Most recent recorded round closed around 2023-10-27.
Valuation (modeled)modeled
Provath models JUUL Labs, Inc. at approximately $31.4B (range $15.2B–$42.5B). This is an algorithmic estimate from round sizes and same-niche peers — not a quoted or reported figure.
Read: Over-valued. Modeled value is 3.84× the median modeled value of Growth/Late Software / Tech companies in 2022–2024 (6 peers) — value vs value, same stage and era.
Financing rhythm & timingmixed
Historic cadence: a new round about every 12 months.
Last raise 2.7 yr ago; this sector typically re-raises about every 13 months.
Past due for a raise versus sector cadence — watch for distress or a bridge.
The last round was 1.6× smaller than the prior — a bridge or down round.
Comparablesmixed
Capital scale ranks ahead of 100% of Software / Tech peers (3920 compared).
Modeled value ranks above 100% of those peers.
Closest niche peers: Jingbo Technology, Inc., Yuga Labs, Inc., Sanborn Analytics Inc, Pagaya Technologies Ltd., ROM Technologies, Inc..
Peoplefiled
20 named people on file across officers, directors and signatories.
Risks & flagsmixed
Overdue for a raise versus sector norm — distress or bridge risk.
Modeled above niche peers — valuation risk on entry.
No clearly named CEO/founder/principal in the surfaced records — key-person evidence is thin.