See It Work
See It Work
SYSTEM: OPERATIONAL OT/IT CONNECTORS: 150+ AUTONOMOUS OPERATION: 15+ DAYS GOVERNED AUTONOMY: ENFORCED AUDIT TRAIL: IMMUTABLE INDUSTRIES: ASSET-INTENSIVE & MISSION-CRITICAL DEPLOYMENT: 3-6 MONTHS VIA APEX CONTROL LOOPS: 3,400+ SYSTEM: OPERATIONAL OT/IT CONNECTORS: 150+ AUTONOMOUS OPERATION: 15+ DAYS GOVERNED AUTONOMY: ENFORCED AUDIT TRAIL: IMMUTABLE INDUSTRIES: ASSET-INTENSIVE & MISSION-CRITICAL DEPLOYMENT: 3-6 MONTHS VIA APEX CONTROL LOOPS: 3,400+

SOLUTIONS · PROCESS OPTIMIZATION

Improve process performance with governed operational intelligence.

XMPro helps teams monitor process behavior, detect constraints and drift, recommend operating responses, and coordinate action across people, systems, and sites.

THE PROBLEM

Process improvement breaks down when context and decisions are disconnected.

Production performance depends on live process data, operating envelopes, equipment state, product requirements, constraints, operator notes, and response timing. To act on all of that, teams need to answer five questions every shift.

QUESTION 01

Where is the process drifting?

Live process data should make drift visible before throughput slips, but only when it is read alongside operating envelopes, equipment state, and operator notes.

QUESTION 02

Which constraint matters most?

Constraints shift hour by hour. Knowing the binding constraint right now is what tells the team which action will actually move throughput.

QUESTION 03

What should change now?

Adjustments compete for operator attention. The right next move depends on current product, equipment state, and the downstream impact of changing the setpoint.

QUESTION 04

What are the tradeoffs?

Throughput, quality, energy, and downstream stability rarely move together. A change that helps one can quietly hurt another.

QUESTION 05

Who needs to approve or coordinate the action?

Some adjustments need an operator sign-off, some need a shift lead, some need cross-shift handoff. Routing is part of the decision, not an afterthought.

Sound familiar?

Walk through these five questions on a real process with an XMPro engineer. We will show you where the answers live, what's missing, and where governed automation would help.

Talk to a Process Engineer

THE XMPRO APPROACH

Connect process signals to coordinated decisions.

XMPro connects process data, asset context, recommendations, workflows, and MAGS-powered agents so teams can move from monitoring to guided optimization and controlled autonomous action where appropriate.

AGENTIC MATURITY PATH

Move process optimization from monitor to bounded autonomy.

Each stage adds approved authority. Monitor & Predict detects drift, constraints, and expected impacts. Advise & Coordinate recommends responses and coordinates approval, handoff, and execution. Operate Autonomously executes selected optimization actions within policy-controlled boundaries.

01 MONITOR & PREDICT

See drift and constraints

Detect process drift, constraints, abnormal behavior, and expected impacts.

02 ADVISE & COORDINATE

Guide the response

Recommend operating responses and coordinate approval, handoff, and execution.

03 OPERATE AUTONOMOUSLY

Act within boundaries

Execute selected optimization actions within policy-controlled boundaries.

EXAMPLE WORKFLOW

The process optimization loop, end to end.

From the first signal of drift to the captured outcome, every step in the loop is governed, evidenced, and reviewable.

STEP 01
Detect process drift Surface deviation from the operating envelope as soon as live data shows the process moving away from target.
DETECT
STEP 02
Identify constraint or cause Reason over process data, equipment state, and recent operator notes to localise the binding constraint or root cause.
IDENTIFY
STEP 03
Evaluate response options Score candidate adjustments against throughput, quality, energy, and downstream stability so the trade-off is visible.
EVALUATE
STEP 04
Recommend next action Surface the prioritized recommendation with the supporting evidence, the expected impact, and the confidence behind it.
RECOMMEND
STEP 05
Coordinate approval / execution Route the action to the right operator, shift lead, or downstream team so the response gets approved and executed cleanly.
COORDINATE
STEP 06
Capture outcome and learning Record what was decided, who approved it, what was executed, and what happened next so the next loop runs better.
CAPTURE

RELEVANT AGENTS & TEMPLATES

Pre-built agents that operationalise the process optimization loop.

A curated selection of MAGS-powered agents and assistants that align with the process optimization maturity path. Browse the full marketplace for industry- and process-specific patterns.

READY TO START

Close the loop on a single process optimization use case.

Pick one priority process. Surface the drift. Govern the recommendation. Capture the outcome. Then expand to the next process.