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Sunya / Energy AI research

Liberty Energy / Forge LLM orchestration for StimCommander frac control

AI-118 · Source-linked project profile. Read the scope, reported result and what remains unknown.

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What the source says

A named LLM is connected to an operating completions control system, while the performance metrics are reported for automation overall, not necessarily the LLM.

Company
Liberty Energy
Department
Drilling & completions
Record type
company_adoption
Disclosed stage
Forge launched in Q3 2025; StimCommander use already operating
Source date
2025-10-16
Source-date precision
day
Source provenance
A · Operator filing
Review disposition
Source-attributed; not an independent validation

Reported result

time to desired fluid injection rate: 65% improvement (Company-reported; StimCommander automation, not Forge alone); hydraulic efficiency: 5%-10% improvement (Company-reported; StimCommander automation, not Forge alone)

What this does not establish

Metrics are company-reported and are not attributed to Forge specifically; keep digiPrime pump savings separate.

Analyst inference: A named LLM is connected to an operating completions control system, while the performance metrics are reported for automation overall, not necessarily the LLM.

Original sources

Disclosure history

Liberty launches Forge LLM for frac asset orchestration

Liberty launched Forge, its own large language model for intelligent asset orchestration, which works with StimCommander, its AI-driven automated rate and pressure control software. The company reported fleet-level automation gains in its Q3 2025 results.

A source grade describes provenance, not independent verification. This is a research profile, not a measure of net return. Report a correction.