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The Foundational Work Behind AI Success Most Teams Skip

  • To achieve AI success, focus on understanding users' business and workflows deeply.
  • Best AI features are born from a profound insight into user experience.
  • Start with understanding user operations before AI capabilities to ensure value and feasibility.
  • The User-First AI Framework emphasizes understanding user workflows for SaaS products.
  • Identify opportunities for improvement in each step of the user workflow.
  • Use subjective quality bar hypotheses to gauge potential improvements.
  • Iterate through building, testing, and learning to refine AI solutions with real users.
  • Ensure user adoption through systematic evaluation and testing.
  • Collaborate closely with model developers to align on user value and technical feasibility.
  • Focus on delivering user value consistently and scale up with systematic evaluation.

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