Diligence memo · auto-generated · as of July 2, 2026
Gaingels Josh AI LLC
Gaingels Josh AI LLC looks over-valued against its niche peers and is at-risk on financing cadence.
Businessfiled
Gaingels Josh AI LLC operates in AI / ML, based in BURLINGTON.
Sub-sector tags: ai/ml.
No verified homepage on file yet — operating evidence is limited to the public record.
Capital & rounds (filed)filed
Gaingels Josh AI LLC has raised $648K in disclosed capital across 1 recorded round, aggregated from public filings. Its latest round is modeled as Pre-Seed (a round under $1.0M).
Largest single filing: $648K on 2023-10-10.
Most recent recorded round closed around 2023-10-10.
Valuation (modeled)modeled
Provath models Gaingels Josh AI LLC at approximately $5.2M (range $424K–$22M). This is an algorithmic estimate from round sizes and same-niche peers — not a quoted or reported figure.
Read: Over-valued. Modeled value is 1.94× the median modeled value of Pre-Seed AI / ML companies in 2022–2024 (85 peers) — value vs value, same stage and era.
Financing rhythm & timingmixed
Last raise 2.7 yr ago; this sector typically re-raises about every 11 months.
Past due for a raise versus sector cadence — watch for distress or a bridge.
Comparablesmixed
Capital scale ranks ahead of 69% of AI / ML peers (2067 compared).
Modeled value ranks above 71% of those peers.
Closest niche peers: Semiotic AI, Inc., Strongest AI Inc., Quipus AI, Inc., Fabrica AI Corp., Ai Nutrition Corp..
Peoplefiled
1 named person 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.