• Unclear ROI and practical paths for AI adoption in engineering workflows
• Documentation debt: SOPs, test plans, and design docs are outdated or inconsistent
• Remote/hybrid collaboration creates gaps between hardware, software, QA, and field teams
✓ 60–80% reduction in documentation time
✓ 15–25% increase in RFP win rates through structured, buyer-aligned responses
✓ 30–50% faster onboarding via authoritative, role-specific guides