Diligence memo · auto-generated · as of July 2, 2026
JPB-ML Investors, LLC
JPB-ML Investors, LLC looks over-valued against its niche peers and is active on financing cadence.
Businessfiled
JPB-ML Investors, LLC operates in AI / ML, based in HANOVER.
Sub-sector tags: ai/ml.
No verified homepage on file yet — operating evidence is limited to the public record.
Capital & rounds (filed)filed
JPB-ML Investors, LLC has raised $3.6M in disclosed capital across 1 recorded round, aggregated from public filings. Its latest round is modeled as Seed (a $1.0M–$4.0M round).
Largest single filing: $3.6M on 2025-07-03.
Most recent recorded round closed around 2025-07-03.
Valuation (modeled)modeled
Provath models JPB-ML Investors, LLC at approximately $12M (range $3.2M–$24M). This is an algorithmic estimate from round sizes and same-niche peers — not a quoted or reported figure.
Read: Over-valued. Modeled value is 1.98× the median modeled value of Seed AI / ML companies in 2025–2027 (69 peers) — value vs value, same stage and era.
Financing rhythm & timingmixed
Last raise 12 mo ago; this sector typically re-raises about every 11 months.
Raising on or ahead of the sector's normal rhythm.
Comparablesmixed
Capital scale ranks ahead of 79% of AI / ML peers (2067 compared).
Modeled value ranks above 75% of those peers.
Closest niche peers: Cerebrium, Uniti AI, Inc., Kollegio AI Inc., Pavo AI Inc., Ingest AI Corp.
Peoplefiled
2 named people on file across officers, directors and signatories.
Risks & flagsmixed
Modeled above niche peers — valuation risk on entry.
No clearly named CEO/founder/principal in the surfaced records — key-person evidence is thin.