• Documentation debt slows audits, onboarding, and client trust across remote and hybrid teams.
• AI tools generate generic text that fails to meet engineering rigor, standards, and traceability needs.
• Requirements are ambiguous; handoffs create rework, scope creep, and missed acceptance criteria.
✓ Cut time-to-first-draft by 80%+; standardize documentation across teams and clients.
✓ Increase bid win rates by 15–30% with authoritative, workbook-style assets.
✓ Reduce verification and validation cycle time by 20–35% via clear criteria and traceability.