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Responsible AI

DARQEVON is built to strengthen professional judgement in Oil & Gas decisions, not to substitute for it.

Human-governed decision support

  • Every DARQEVON output is prepared for review by an accountable professional.
  • The organisation retains authority over the decision and its consequences.

Evidence-bound analysis

  • Findings are tied to the material supplied for the decision under review and remain reviewable.
  • Where support is missing or contradictory, that is stated rather than smoothed over.

Visible assumptions and transparency

  • Financial inputs supplied by management or a scenario are distinguished from verified findings.
  • Scenario outputs are presented as estimates, not certainties.

Limits of the system

  • DARQEVON does not replace qualified engineers, operators, commercial specialists, auditors or executives.
  • It does not issue certifications, statutory approvals or regulatory determinations.