Key takeaways
- Document identity, revision and precedence are core model inputs.
- A similarity match does not prove requirement compliance.
- Project-risk output is only as current as the progress evidence.
- Legal, commercial, engineering and safety professionals retain approval.
Choose a workflow with authoritative evidence
Tender requirements, specifications, drawings, comments, submittals, schedules, purchase orders and daily reports all contain useful evidence. The first project should focus on one document class, package or decision where the source of truth and reviewer are clear.
Preserve project context
An EPC document is not just text. Project, client, discipline, package, equipment tag, document type, revision, status, date, author and contractual precedence change how it should be interpreted. Retrieval and comparison must carry that metadata into the answer.
Distinguish retrieval, comparison and judgement
AI can find passages, identify differences and draft a traceability table. It does not prove that a design complies, a clause is legally equivalent or a requirement is closed. Build review and approval into the workflow.
Evaluate with missed-item cost
For requirement or tender review, track missed items, unsupported flags, source precision, duplicate work and reviewer time by document type. A system that finds many low-value similarities can increase the review burden.
Use project controls carefully
Schedule-risk analysis depends on timely progress, consistent WBS and activity definitions, dependencies and honest status. Models may surface patterns for investigation, but should show evidence and uncertainty. They cannot repair politically filtered or late updates.
Keep contract and commercial authority human
AI may extract obligations, compare wording and draft issue lists. Qualified commercial and legal reviewers decide interpretation, position and action. Confidentiality, privilege, document precedence and jurisdiction require explicit handling.
Safety monitoring is an observation aid
Computer vision can surface observable conditions for trained review. It does not replace site controls, competent supervision, worker engagement or employer duties. Define privacy, camera coverage, false alarms and response before deployment.
