Principal Consultant - AI-Relevant Energy, Cyber, Risk & Data Governance Advisory (AI trainer/LLM evaluator & expert reviewer)
Provided expert LLM evaluation and response review across energy, oil & gas, technical safety, QHSE, cybersecurity, OT/ICS security, risk governance and compliance topics. Reviewed AI-generated answers for technical accuracy, missing context, weak reasoning, unsafe guidance, hallucinations, regulatory relevance and practical usefulness. Work included rating responses, improving explanations, checking specialist terminology, assessing business and operational realism, and ensuring outputs were clear, safe and useful for professional users. Key domains include Shell-style oil and gas operations, offshore/onshore projects, technical safety, CCS, renewables, ISO 27001, NIS/NIS2, IEC 62443, SCADA/ICS, vendor risk and board-level risk communication.