STAMM for Project Leaders
Project Leaders & Process / Production Managers
Responsible for overall process outcomes, timelines, and risk. They use high-level insights from systems like STAMM to ensure reliable operation, support decision-making, and maintain alignment between models and the real process.
Why STAMM matters for you
A soft sensor in production isn't just a model — it's an operational dependency. If it drifts and nobody notices, downstream decisions go with it. STAMM gives leadership a structured view of how every deployed soft sensor is behaving, who owns it, and when it last needed attention.
One place to see which models are deployed, which are healthy, and which ones need a decision.
Drift signals, regime shifts, and maintenance events become a clear track record — not anecdotes.
Confidence that the digital representation is staying in step with the physical process — measurable, not assumed.
Your journey with STAMM
See the portfolio
Open the Dashboard for a portfolio view — every deployed soft sensor, its current health, who's responsible, and the last time it needed attention.
Track operational risk
STAMM turns drift, regime shifts, and maintenance events into a structured timeline. You can see how often models are recalibrated, where the recurring issues are, and how the process itself is evolving.
Decide with shared context
When a soft sensor needs maintenance, you, the modelers, and the MLOps team are looking at the same evidence. Decisions about retraining, validation, or rollout are scoped, visible, and traceable.
Govern model versions
Every soft sensor version is registered with metadata, validation, and lineage in the Model Registry — supporting audits, compliance reviews, and post-incident analysis without manual archeology.
Plan with confidence
With operational data, model lineage, and maintenance history all in one place, you can plan upgrades, allocate resources, and report on reliability with the same level of rigor you already apply to physical instruments.
What you bring to STAMM
You bring the strategic frame — what the process must deliver, what risks are acceptable, and where the team should focus next. STAMM gives you the operational evidence to back those decisions: not a black-box "the model is fine," but a transparent record of how every soft sensor is performing in the real world.