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

AI Software, LLC

AI Software, 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

AI Software, LLC operates in AI / ML, based in ST. LOUIS.

Sub-sector tags: ai/ml.

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

Capital & rounds (filed)filed

AI Software, LLC has raised $266M in disclosed capital across 4 recorded rounds, aggregated from public filings. Its latest round is modeled as Series D+ (a $100M–$400M round).

Largest single filing: $182M on 2023-09-22.

Most recent recorded round closed around 2023-09-22.

Valuation (modeled)modeled

Provath models AI Software, LLC at approximately $2.9B (range $1.0B–$4.4B). This is an algorithmic estimate from round sizes and same-niche peers — not a quoted or reported figure.

Read: Fair. Modeled value is 0.84× the median modeled value of Series D+ AI / ML companies in 2022–2024 (11 peers) — value vs value, same stage and era. Within the normal band (84% of peer median) for its niche.

Financing rhythm & timingmixed

Historic cadence: a new round about every 12 months.

Last raise 2.8 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.

The last round stepped up 7.0× from the prior — scaling.

Comparablesmixed

Capital scale ranks ahead of 98% of AI / ML peers (2067 compared).

Modeled value ranks above 99% of those peers.

Closest niche peers: Inflection Ai, Inc., Shield AI Inc, Magic AI, Inc., Snyk Ltd, Vendr, Inc..

Peoplefiled

2 named people 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.