Technical practice
IT/OT Convergence Architecture
What to coverExplain how you design a secure bridge between OT systems (PLC, SCADA) and IT enterprise platforms. Discuss your approach to implementing the ISA-95 model and how you manage network segmentation using zones and conduits to maintain security.
Industrial Data Pipelines and Contextualization
What to coverDescribe your process for designing a scalable data pipeline that handles high-frequency time-series data from factory floors. Focus on how you ensure data quality, implement semantic modeling, and achieve a Unified Namespace (UNS) for cross-system integration.
Industrial Connectivity Protocols
What to coverCompare the use cases for OPC UA, MQTT with Sparkplug B, and Modbus TCP in a modern smart manufacturing environment. Explain how you select the appropriate protocol based on bandwidth, latency, and interoperability requirements.
Edge Computing and AI Deployment
What to coverHow do you architect edge-to-cloud solutions for Industrial AI use cases like predictive maintenance? Address the trade-offs between processing data at the edge versus the cloud, including considerations for containerization (Docker/Kubernetes) and model lifecycle management.
OT Cybersecurity Frameworks
What to coverDetail your experience applying IEC 62443 standards to industrial environments. Explain how you balance the need for operational availability with zero-trust principles, identity management, and secure remote access.
Digital Twin Implementation
What to coverWhat is your methodology for building a Digital Twin for a manufacturing process? Discuss how you integrate data from PLM, ERP, and real-time OT sources to create a functional, high-fidelity representation of physical assets.
Industrial AI Lifecycle Management
What to coverExplain the challenges of deploying AI models in a production manufacturing environment compared to traditional IT environments. Focus on MLOps, data drift, model retraining, and ensuring responsible AI controls in safety-critical systems.
Brownfield vs. Greenfield Integration
What to coverHow do you approach the assessment and integration of legacy brownfield OT environments? Describe how you handle protocol conversion, data extraction from proprietary systems, and the transition to modern, scalable architectures.
Behavioural practice
Leading Cross-Functional Teams
What to coverDescribe a situation where you led a multidisciplinary team of OT engineers, IT developers, and data scientists. How did you align these groups on a common technical vision and resolve conflicting priorities?
Client Engagement and Technical Workshops
What to coverProvide an example of a time you facilitated a technical workshop to define a client's manufacturing solution. How did you translate complex business requirements into a concrete, actionable architecture?
Managing Project Risks and Dependencies
What to coverTell me about a complex industrial project where you encountered significant technical or integration risks. How did you identify, document, and mitigate these risks while keeping the project on schedule?
Business Development and Proposal Strategy
What to coverDescribe your experience in contributing to RFP/RFI responses for large-scale industrial digital transformation projects. How do you balance technical feasibility with the need to demonstrate quantified business outcomes to stakeholders?