Why practical skills matter more than ever
What happened
A practitioner argues AI is a tool that speeds coding and documentation but cannot replace on-site troubleshooting experts when plants go offline. The most operationally important detail is that frontline incident response still defaults to human specialists rather than chatbots, which affects staffing and commissioning plans. Watch whether vendors provide verifiable onshore commissioning references rather than marketing claims
Buyer takeaway
Treat AI as an efficiency tool, not a reduction in onshore commissioning headcount; require supplier references that prove local troubleshooting capacity
Cost / money
AI may lower routine engineering hours but shifts spend toward commissioning and troubleshooting labour and OPEX-managed services
Supplier / commercial
Expect suppliers to promote remote subscriptions; counter this by scoring onshore reference capability and explicit mobilisation terms in RFx
Safety / operations
Operational safety and recovery rely on certified experts; acceptance procedures should include human-in-the-loop recovery gates
What to watch
Marketing claims of ‘AI-managed uptime’ are insufficient — request concrete on-site incident references and response SLAs
Key facts
- Practitioner experience across mining, oil & gas and power
- Use cases: PLC snippets, design suggestions, documentation support
Source excerpts
AI tools are based on probability, suggesting the next word in a sentence, for instance
They call the troubleshooting expert. AI tools are based on probability, suggesting the next word in a sentence, for instance
They call the troubleshooting expert
