Select a bounded use case
Choose a recurring workflow with a known owner, representative inputs and a clear definition of an acceptable output.
Energy / Oil & Gas / EPC
My background spans mechanical engineering, energy and fabrication business development, pre-qualification and proposals. I apply that context to human-reviewed document and knowledge workflows for technical teams.
Where this fits
Oil & gas and EPC teams move large amounts of commercial, supplier and project information through documents. Valuable answers often already exist, but every new format creates another search, copy, coordination and review cycle.
Human-reviewed automation can help organise requirements, retrieve relevant company knowledge and prepare work for the right reviewer. The FormMind case study shows the document-intelligence direction I am building for this kind of work.
AI should not approve engineering decisions, safety judgments or regulatory interpretations. The useful target is better preparation, evidence and coordination while accountable specialists stay in control.
Workflow candidates
Reuse approved company information and supporting evidence across changing portal, Word and Excel requirements.
Organise requirements, find relevant prior content and prepare a source-linked first pass for commercial and technical review.
Track recurring questions, required attachments, ownership and approval status without hiding gaps behind generated text.
Make lessons, previous answers and decision context easier to find across commercial, project and domain teams.
A practical engagement
Choose a recurring workflow with a known owner, representative inputs and a clear definition of an acceptable output.
Identify source-of-truth documents, reviewers, confidentiality boundaries and decisions the system must never make.
Prototype retrieval, drafting or routing against realistic files and difficult cases, not a polished sample alone.
Define integration, governance, human review and change-management requirements before expanding the scope.
Questions before starting
Pre-qualification, tender and proposal preparation, supplier questionnaires, document routing and controlled knowledge retrieval are strong candidates when the work is repetitive and reviewable.
It should. Sources, suggested content, reviewer ownership and approval status need to remain visible rather than being collapsed into one opaque answer.
No. Engineering decisions, safety judgments, regulatory interpretations and final approvals remain with accountable specialists. Automation should support preparation and coordination.
They offer a bounded way to evaluate usefulness: representative inputs exist, reviewers can compare outputs and the team can measure quality before considering broader integration.