I'm uniquely positioned to help businesses navigate AI adoption because I've spent the past two years researching exactly how organizations fail—and succeed—at integrating these tools. In my research on technology adoption patterns, I've analyzed case studies of companies implementing AI systems, interviewed teams about their actual workflows with language models, and documented the gap between how leaders think AI will be used versus how employees actually use it day-to-day. One pattern I've observed repeatedly: organizations that rush to deploy AI without understanding their team's existing decision-making processes end up with expensive tools that sit unused. The successful implementations I've studied all share something in common—they started by mapping human workflows first, then identified specific friction points where AI could genuinely help. As a Claude Campus Ambassador at Anthropic, I work directly with users across different industries to understand their adoption challenges. I've seen a finance team struggle to trust AI-generated analysis until they built verification protocols. I've watched a marketing agency transform their content workflow by strategically integrating AI at three specific touchpoints—not everywhere. These real-world observations inform how I coach: I help you identify where AI creates genuine value versus where it's just noise. My background as Research Manager at the Columbia AI Alignment Club also means I bring a critical perspective on AI safety and responsible deployment—essential for businesses that want to move fast without creating risk. And my experience as a UX Researcher taught me how to translate what I observe in user behavior into concrete strategic recommendations that non-technical stakeholders can actually act on. What makes my coaching different: I don't sell AI hype. I help you figure out where in your operations AI makes sense, how to get your team actually using it, and what pitfalls to avoid based on patterns I've seen across dozens of real implementations. Let's discuss what AI adoption could actually look like for your business—grounded in evidence, not buzzwords.