Detect
Find abnormal behavior in noisy, multivariate sensor windows before it becomes an unplanned stop.
MACHINE INTELLIGENCE · RELEASE HUB
Make every machine
legible.
Machina turns telemetry, maintenance history, and domain models into decisions teams can act on — from early fault signals to remaining useful life.
04production-shaped
model releases
model releases
15MCP tools for
machine workflows
machine workflows
01domain-neutral
intelligence core
intelligence core
01 / WHAT MACHINA SEES
Predict
Estimate remaining useful life and turn time-series signals into maintenance timing.
Explain
Connect model outputs to assets, knowledge, work orders, and concise operator-ready briefs.
02 / RELEASED MODELS
Open evaluation artifacts · v0.101
CLASSIFICATION
Bearing fault diagnosis
CWRU vibration baseline for normal, inner-race, ball, and outer-race fault states.
02
REGRESSION
Remaining useful life
C-MAPSS FD001 baseline for forecasting engine degradation and maintenance horizon.
03
QUALITY
Process quality risk
AI4I research baseline for spotting process conditions associated with product failure.
04
AGENT
Mistral machine agent
Clertree LoRA adapter for routing maintenance questions to Machina MCP tools.
03 / BUILD WITH IT
From signal to
next action.
Use the models directly, or connect the full harness to Grok through MCP. Bring your own assets, telemetry, and domain plugins.
Read the docs ↗