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AI for Prioritization (3rd of 3 seminars)

Thursday, July 11, 2024 • Rosenfeld Community
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AI for Prioritization (3rd of 3 seminars)
Speakers: Mark Interrante and Harry Max
Link:

Summary

This is part 3 of a 3-part series on prioritization, led by Harry Max, author of Managing Priorities: How to Create Better Plans and Make Smarter Decisions. Part 1 | Part 2 As the hype of Generative AI starts to give way and unprecedented new capabilities go mainstream; prioritization will become both easier and harder. It will become significantly easier because you can converse with a chat agent who can wrangle questions about potential priorities in insanely powerful ways and respond seemingly authoritatively. With access to a vast selection of sorting techniques, frameworks, marketplace simulations, hybrid methods, and other relevant information, AI-enabled solutions will augment our ability to prioritize. But this will put pressure on us as humans to provide the guiding values, ethics, situational awareness, and other information to guide the AI conversation to a productive and sustainable end. The conversation with Former Engineering SVP Mark Interrante will explore the immense power of GenAI to fuel a revolution in prioritization and our ability to create better plans and make smarter decisions.

Key Insights

  • AI excels at decomposing complex tasks into smaller subtasks to accelerate productivity.

  • Prioritization is inherently political and context-dependent, which AI cannot fully grasp yet.

  • Generative AI can assist in synthesizing and categorizing large volumes of customer feedback.

  • Developing clear, explicit prioritization criteria is crucial for effective AI assistance.

  • AI models can identify outliers or anomalies that may signal emerging priorities.

  • Human judgment remains essential to validate and adjust AI-suggested priorities.

  • Organizations often segregate different data streams and prioritize within silos before synthesizing across them.

  • Privacy concerns are addressed by using hosted, open-source models within company-controlled environments.

  • AI currently helps with low-level task execution, freeing humans to focus on strategic prioritization.

  • A multi-method approach combining AI support and human decision-making is key to successful prioritization.

Notable Quotes

"Nobody’s gonna listen to you people until you start speaking in the language of business."

"Think of AI not as a magic eight ball, but as a highly educated intern that can help with routine tasks."

"Prioritization work is a political process, and politics are hard to do in technology."

"You have to check the AI’s work and provide feedback—just like you would with a human assistant."

"The risk of AI is that it will over-rely on past priorities and miss new, emerging signals."

"Using a playbook helps codify domain knowledge and prioritization criteria for AI to apply."

"Current AI tools help summarize and sift large volumes of feedback into meaningful patterns."

"Many organizations silo data inputs and prioritize within categories before combining results."

"The challenge of prioritization increases when decisions are adaptive, systemic, and dynamic."

"AI can accelerate prioritization tasks, but the final judgment must come from humans who understand context."

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