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Cross-functional collaboration

As explained in The Art of AI Product Development

Cross-functional collaboration is coordinated work among people from different professional or functional roles toward shared product goals.

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

How The Art of AI Product Development covers it

How deep it goes
Provides practical conflict-mediation and support tactics, stopping short of detailed collaboration processes or implementation methods.
Examples
Uses a predictive supply-chain platform, competing speed and accuracy priorities, and delayed domain-expert insights.
What it assumes
Assumes familiarity with product work and stakeholder needs while emphasizing translation across technical, business, and user perspectives.
What you can do after
Apply it to align diverse contributors, mediate trade-offs, secure stakeholder support, and maintain focus on user value.
How it connects
Connects stakeholder communication with product management, machine learning, UX design, and domain expertise.

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Related concepts

This explainer was generated by Manning's knowledge graph from the text of The Art of AI Product Development. The section links point to the parts of the book it draws on.