The AI Outcome by PVAI Consulting

What Took a Year Now Takes an Hour


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Episode #5: What Took a Year Now Takes an HourEpisode Highlights
  • [00:00] Introduction to this free-form discussion on the rapid acceleration of AI.
  • [01:15] The Google Revelation: How Claude Code built in one hour what a full engineering team took a year to develop.
  • [03:45] The Organizational Constraint: When AI execution outpaces a company's ability to make decisions.
  • [05:20] Rethinking Auggie: How collapsing development cycles are forcing a total reset of product roadmaps.
  • [07:10] The "Perfect Storm": Navigating time collapse, sudden excess capacity, and intensifying AI evolution.
  • [10:30] The CEO’s New Mandate: Why leadership must transition from "signing off" on AI to actively orchestrating a new workforce model.
  • [14:15] The Compensation Crisis: Addressing how to value and pay employees who deliver a week's worth of traditional work in minutes.
  • [18:40] Establishing Validation Centers: The critical need for human-in-the-loop checkpoints to verify AI outputs for sensitive data.
  • [21:05] Avoiding the "Tool Chasing" Trap: Why your underlying operating model matters more than the specific LLM of the week.
  • [23:50] Closing Thoughts: Preparing for the next "Claude Code" moment and building institutional memory.

Featured Resources
  • Visual Guide: The PVAI AIMS Model Overview
  • AI Persona Platform: Learn more about Auggie
  • Official Website: PVAI Consulting

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To learn more about operationalizing AI and navigating cycle-time compression, reach out to us directly:


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The AI Outcome by PVAI ConsultingBy Michael DeNunzio, Pete Monk