Industrial & Manufacturing
Industrial operations, augmented at every layer.
For manufacturers across pharma, food, automotive, aerospace, hydraulics, and adjacent sectors in APAC.
Skilled labour is harder to find than five years ago. Infrastructure is aging. Safety scrutiny is up. Pressure to modernise without disrupting production never lets up. The technologies that help - XR training, predictive maintenance, cognitive automation - have matured. The work is in making them land on a shop floor that has done things the current way for twenty years.
Our heaviest proof in this industry sits across European manufacturers in pneumatics, rail, food, hydraulics, and access systems, with named work in APAC at Incitec Pivot.
The landscape
The problems most manufacturers recognise
Different sectors, different products, different regulatory regimes. Same shape of problem on the floor.
Maintenance is reactive when it should be anticipatory
Most manufacturers still run maintenance as a calendar exercise or a breakdown response. Unplanned downtime is expensive. Over-servicing is expensive. The gap between the two is where margin lives. AI moves maintenance into a continuous, sensor-driven discipline. Predictive maintenance is the entry point; the scope grows as the evidence does.
Operator training does not scale, and the consequences are expensive
Training a new operator on safety-critical or high-precision equipment takes weeks of supervised time on real machines that should be making product. Senior operators carry knowledge nobody has captured. XR-based training addresses both - immersive, repeatable, transferable. Building content that reflects how the work is actually done is where the value sits.
The factory floor and the back office speak different languages
The systems that run production - MES, SCADA, machine PLCs - and the systems that run the business - ERP, finance, supply chain - were built in different decades for different audiences. Connecting them is expensive, brittle, slow. AI agents can mediate the gap, but only when the orchestration layer underneath is real, not a demo. The shop floor will accept new technology, but only if the new technology accepts the shop floor.
Safety, quality, and compliance audits consume time the work needs
In safety-critical manufacturing - pharma, food, automotive, aerospace - audit and compliance overhead is enormous. Walk-the-floor inspections, paper-based quality checks, manual incident recording. The technology to digitise these workflows exists. Making it land on a shop floor that has done it the current way for twenty years is the challenge.
What good looks like
A manufacturer that has solved these
The shifts that follow when the problems above are addressed. None require ripping out what works. All build on the floor that already exists.
Maintenance is anticipatory
Sensor-driven, predictive, integrated into shop-floor workflow. Operators see what equipment needs before the equipment knows itself. Unplanned downtime drops; over-servicing drops with it.
Operators reach competence in days
Not weeks. Training content captured from experienced workforce while they are still working. New starters productive faster; senior workforce stops being the only training resource.
Floor and back office share one picture
Production, quality, supply, finance data in the same conversation. AI agents mediate between systems that were never going to integrate cleanly. The shop floor still works the way it works.
Safety and quality in the flow of work
Audits happen as part of doing the job, not as a separate burden. Incident recording, inspection, compliance overlay on the work as it happens. The record builds itself.
How we have helped
Patterns anchored in real work
Proof points across maintenance, training, cognitive automation, decisioning, and specialist segments. European manufacturers across the portfolio, with named APAC work at Incitec Pivot.
AI & XR for always-on maintenance
Sensor-driven, XR-guided maintenance across multiple manufacturers
A capability with multiple applications across the European portfolio. Predictive maintenance fed by equipment sensors, paired with XR-overlaid procedure guidance at point of work.
Rail, access systems, and pneumatics
AR/XR operator training across European manufacturers
Immersive operator training across European manufacturers: Trenitalia for rail procedural training, a European access-systems manufacturer for equipment training, and a leading Italian pneumatics and automation manufacturer for plant operator training.
Cognitive automation
AI-mediated orchestration between floor and back office
Pattern applied across the European industrial portfolio - AI agents mediating between MES, SCADA, and ERP layers that were never designed to integrate. Reduces the integration cost of connecting production reality to business systems.
Process and decisioning automation at a major APAC industrial operator
Our named APAC anchor for this industry. Decisioning and process automation patterns applied at industrial scale. The shape of the work transfers across pharma, food, and adjacent sectors carrying decisioning workloads.
Hydraulics, packaging, food and CPG
Specialist segments across more European manufacturers
Additional European manufacturers anchoring different sub-segments - a leading Italian hydraulics manufacturer, an Italian single-dose packaging innovator, and a major Italian food and CPG manufacturer.
Incitec Pivot is our APAC anchor for industrial work.
Decisioning and process automation patterns at a major industrial operator in our home market. The work grounds the European proof above in named APAC reality - IPL is what the APAC buyer can talk to peers about.
The pattern transfers cleanly into pharma, food, automotive, and adjacent industrial sectors that carry decisioning workloads. See Process and Decision Automation →
Capabilities that apply
Where to start
Our immersive and decisioning capabilities carry most industrial work. Immersive is the primary entry point; our process and decision automation work runs at Incitec Pivot.
Immersive
Primary capability for this industry. XR training, AR maintenance guidance, knowledge transfer, in-flow safety and compliance. The European manufacturer proof above anchors here.
Process and Decision Automation
Industrial decisioning at scale, running at Incitec Pivot. The pattern extends across pharma, food, and adjacent sectors that carry decisioning workloads.
Related reading
Go deeper
Pieces on industrial operations, the boundary between automation and judgement, and integration patterns.
Questions we get asked
Does XR operator training work for heavy industry?
Yes, in production. Trenitalia runs immersive training for rail procedures, alongside European manufacturers in pneumatics, access systems, hydraulics, and food. Operators reach competence in days rather than weeks, on equipment that stays in production instead of being tied up for training.
What is predictive maintenance?
Sensor-driven anticipation of maintenance need, so intervention lands between unplanned downtime and over-servicing, which is where the margin lives. Paired with XR-guided procedures at the point of work, the operator gets the right steps overlaid on the equipment in front of them.
Can AI connect the factory floor to the back office?
Yes. AI agents mediate between MES, SCADA, and ERP layers that were never designed to integrate, so production, quality, supply, and finance share one picture while the shop floor keeps working the way it works.
Have you done decisioning work in APAC industry?
Yes. Incitec Pivot runs decisioning and process automation patterns we applied at industrial scale, our named APAC anchor for this industry. The pattern transfers across pharma, food, and adjacent sectors carrying decisioning workloads.