Cross-functional collaboration coordinates people with different expertise around shared product goals. In AI work, it must align technical feasibility, business objectives, user value, and uncertainty. section 12.0
Make collaboration practical by:
- Aligning engineers, data scientists, domain experts, UX designers, executives, sales teams, and customers around the product’s purpose. section 12.0
- Translating between technical constraints, domain knowledge, stakeholder priorities, and customer needs. section 12.0
- Mediating conflicts transparently by prioritizing end-user and business needs when speed, accuracy, or other goals compete. section 12.1.6
- Addressing missing expertise or delayed contributions with offers of support rather than pressure. section 12.1.6
A predictive supply-chain platform
Mark coordinates a logistics initiative that uses customer orders, historical trends, and weather patterns to anticipate demand, optimize inventory, and reduce waste. When deadlines slip and early AI quality is lukewarm, he builds internal buy-in while keeping the team focused on an intuitive product that creates customer value. section 12.0

