Engineering resilience into advanced manufacturing operations.

From gas compression and textile production lines to heavy mineral-extraction fleets, we build the digital twins, IIoT backbones, and agentic insight platforms that keep advanced manufacturing operations running at peak reliability.

Zero unplanned downtime+15% OEE-20% fleet fuel burnHours → minutes reporting
What we deliver

Three capabilities, one operating outcome: less downtime, more insight

Advanced manufacturing and extraction operations run on machinery, not software — so we engineer the digital layer to fit the physical plant, not the other way round.

Digital Twin

Digital Twins & Predictive Telemetry

Real-time twins that mirror thermodynamic and mechanical state, turning raw sensor streams into predictive telemetry and automated anomaly flags before failure happens.

IIoT

Enterprise IIoT & Edge-to-Cloud Architecture

Ultra-resilient, edge-to-cloud architectures built for high-frequency telemetry ingestion from remote sites and heavy mobile assets, even in harsh, disconnected environments.

Agentic AI

Agentic Operational Insight

AI-driven, agentic systems that synthesize cross-site telemetry, geological and operational data — answering natural-language operational questions in real time.

Proven in the field

Case studies across process manufacturing & extraction

A sample of the engineering work behind these outcomes — from compressor stations and weaving mills to remote mining fleets.

Digital Twin

Digital Twins for Compressor Stations

High operational risks and unpredicted thermal stress in large-scale natural gas compressor environments.

Engineered a real-time digital twin mirroring thermodynamic states, delivering predictive telemetry and automated anomaly flags.

Zero unplanned downtime
Digital Twin

Factory Digital Twin for Weaving Mills

Opaque production bottlenecks and line-speed imbalances across complex loom operations.

Deployed an end-to-end plant digital twin integrating sensor streams and machine-level telemetry to visualize line dynamics live.

+15% OEE
IIoT

Enterprise IIoT Platform for Heavy Mining

Fragmented machinery data across remote, harsh extraction sites leading to delayed operational visibility.

Built an ultra-resilient, edge-to-cloud IIoT architecture designed for high-frequency telemetry ingestion from heavy mobile assets.

-20% fleet fuel burn
Agentic AI

Agentic Mining Insights Platform

Massive volumes of unstructured geological, operational and log data creating decision-making lag for site supervisors.

Implemented an AI-driven, agentic insights system that synthesizes cross-site telemetry and answers natural-language operational queries in real time.

Hours → minutes reporting
Why Magpii

Engineering that understands the plant floor, not just the dashboard

Domain-first engineering

We start from the physical process — thermodynamics, line mechanics, fleet operations — before we write a line of software.

Built for harsh environments

Edge-to-cloud architectures designed for remote sites, intermittent connectivity, and heavy-duty operating conditions.

Outcomes, not just dashboards

Every engagement is measured against an operational outcome — uptime, OEE, fuel burn, reporting speed — not just delivered features.

Running mission-critical manufacturing or extraction operations?

Tell us about your reliability, safety, or compliance challenge — we'll bring the right engineering practice to it.