Diligence memo · auto-generated · as of July 2, 2026

Gaingels Machina Labs LLC

Gaingels Machina Labs LLC looks fair against its niche peers and is at-risk on financing cadence.

WatchOverdue for a raise versus sector cadence — could be a bridge, a down round, or distress. Watch for the next filing.

Businessfiled

Gaingels Machina Labs LLC operates in Software / Tech, based in BURLINGTON.

No verified homepage on file yet — operating evidence is limited to the public record.

Capital & rounds (filed)filed

Gaingels Machina Labs LLC has raised $374K 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: $374K on 2023-10-05.

Most recent recorded round closed around 2023-10-05.

Valuation (modeled)modeled

Provath models Gaingels Machina Labs LLC at approximately $2.7M (range $245K–$11M). This is an algorithmic estimate from round sizes and same-niche peers — not a quoted or reported figure.

Read: Fair. Modeled value is 0.88× the median modeled value of Pre-Seed Software / Tech companies in 2022–2024 (288 peers) — value vs value, same stage and era. Within the normal band (88% of peer median) for its niche.

Financing rhythm & timingmixed

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.

Comparablesmixed

Capital scale ranks ahead of 13% of Software / Tech peers (3920 compared).

Modeled value ranks above 10% of those peers.

Closest niche peers: Nivelo Tech Inc., Iris Technology, Inc., Enki Labs, Inc., Basketball Training Systems, Inc., Digital Fabrication Workshop, Inc..

Peoplefiled

1 named person on file across officers, directors and signatories.

Risks & flagsmixed

Overdue for a raise versus sector norm — distress or bridge risk.

No clearly named CEO/founder/principal in the surfaced records — key-person evidence is thin.