I Have Some Questions...
Erik and Justin dig into what it actually means for AI to “become real,” arguing that consumer usage does not equal workplace adoption. The conversation lands on a “pause moment” where organizations are finally forced to address governance, security, policy, and measurement because the tools are now powerful enough to create real operational risk and real operational leverage. 🧭 Conversation Highlights * Justin distinguishes massive user counts from meaningful adoption, emphasizing that most people use AI on free tiers or inside existing apps without realizing it is AI. * Both agree the real shift is B2B and workplace implementation, where adoption breaks down into training, governance, governance-adjacent policy, and data access safeguards. * They compare possible “adoption metrics” like tokens per user versus prompts per week, and weigh what better reflects ongoing, valuable use. * Justin describes where the governance battles are emerging now: permissions, agent access patterns, AI clauses in contracts, and how to build an internal org chart that can manage AI agents like a new 💡 Key Takeaways * “AI is real” is not the same thing as “AI is widely used.” Real adoption shows up when an organization can safely incorporate it into workflows and data boundaries. * The pause is partly rational: once AI is embedded, the limiting factor becomes governance, not novelty or access. * Token usage is a tempting metric, but it can reward inefficiency and does not necessarily correlate with value, especially in consumer scenarios. * The biggest operational bottleneck is org-wide alignment: you can token-max development, but ROI still collapses if the rest of the company cannot keep up. ❓ Questions That Mattered * How do we differentiate early adoption by curious consumers from sustained, workplace-relevant adoption inside organizations? * Which measurement is most honest: tokens per user, prompts per week, time-in-platform, or something else that reflects real value over time? * What does “success” even mean after the novelty phase, when policy, governance, security, and data access are now the gating factors? * Are there governance solutions that can unlock cross-silo collaboration without creating new unacceptable risk? 🗣️ Notable Quotes * “99 % of those 1.3 billion individuals that are using AI currently are just using AI through a free feature, a free account.” * “it’s more than just buy a license and tell people to use it.” * “we’re kind of in this pause moment where organizations, leaders, boards, managers, directors, employees are all identifying, holy cow, okay, the tool's really powerful.” * “You’re as fast as your slowest team.” 🔗 Links & Resources * Listen To Other Episodes Co-Hosted With Justin [https://www.google.com/url?q=https://podcast.languageofleadership.io/categories/i-have-some-ai-questions-with-justin-coats/&sa=D&source=editors&ust=1778615049613580&usg=AOvVaw19zB6Lsim10BCSd6xUK0OK]
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