• Siloed tribal knowledge across teams, suppliers, and tools
• Constantly evolving standards (ISO, IEC, IEEE) are hard to track and cite correctly
• Complex multi-domain systems are difficult to explain consistently and succinctly
✓ 40-60% faster time-to-publish for manuals, specs, and SOPs
✓ 30-50% reduction in documentation defects and rework
✓ 20-35% faster onboarding via guided AI playbooks and contextual examples