• Pressure to adopt AI without breaking safety, compliance, or quality gates
• Fragmented toolchains (PLM/ALM/MBSE/DevOps) and poor traceability from requirements to tests
• Remote/hybrid teams causing knowledge silos and inconsistent processes
✓ Reduce time-to-first-draft engineering documentation by 70-90%
✓ Increase RFP win rates 15-30% through clearer problem-solution positioning
✓ Cut onboarding time 25-40% with standard playbooks and checklists