Break Into AI Careers

AI and ML are powerful, but the most effective career strategies don't just chase the newest tool—they leverage the skills you've already mastered. I partner with you to define a strategy that bridges your unique professional history with the rapidly evolving AI landscape, helping you identify how to layer these new tools onto your existing foundation for maximum impact. My approach is rooted in the belief that sustainable career growth comes from understanding what has already worked for you. We’ll look at your past successes, your default problem-solving patterns, and the specific domain expertise you’ve built, then co-create a tailored strategy to pivot or integrate AI into your current trajectory. We aren't just "learning AI"; we are building a career architecture that keeps you relevant and resilient. You can trust this path because I have lived it from the inside. With a career spanning high-growth environments like Google, Aurora Innovation, and Atlassian, I have work on and built teams that both develop frontier models and integrate third-party AI tools. I’ve seen firsthand how these systems succeed (and where they falter) in the real world. Whether you are aiming to lead AI initiatives, transition into an AI-focused role, or simply enhance your current productivity, I provide the partnership to make that shift concrete. Let’s cut through the noise, leverage your hard-won experience, and set you up for success in this new era of work.

Welcome to my profile! With over a decade of experience in product management and strategic leadership, I specialize in helping individuals break into AI careers. As a Principal Product Manager at LTK, I lead AI-powered search and discovery initiatives, and previously, I drove large-scale technical programs at Amazon. My diverse background, including founding a mission-driven apparel brand and launching innovative products at Nokia, equips me with unique insights into the AI and tech industries. I am passionate about mentoring and hiring talent, and I am here to guide you through the complexities of entering the AI field. Let's connect and craft a personalized strategy to achieve your career goals!

I’m an AI Product Manager at Asana who builds GenAI products for a living — not just talks about them. I work hands-on with AI agents, automation, and real production systems, designing workflows and deploying AI tools that drive measurable impact. I help people break into AI by focusing on the skills that actually get you hired: practical GenAI knowledge, strong problem framing, real use cases, and the ability to apply AI in a business or product setting. If you want to cut through the noise, build real AI credibility, and confidently step into AI-focused roles, I’d love to work with you.

I've spent 6+ years working across every layer of the AI stack, from the ground up. I started in biomedical research and clinical settings at Columbia University Medical Center and UCSD Health, then made a deliberate pivot into AI without a traditional technical background or a roadmap. People took chances on me along the way, and those bets changed everything. Since then I've built annotation operations from scratch at medical imaging AI startups (Enlitic, Iterative Health), led LLM evaluation programs at Amazon AWS across Bedrock and four product lines, and now serve as Group Manager of Delivery Operations at Snorkel AI, a Stanford AI Lab spinout building the data infrastructure behind frontier models. I've hired for AI roles, built the teams doing the work, and operated inside the organizations setting the bar. I also build production AI systems independently, which keeps my hands on the tools and my instincts sharp in ways that a management role alone doesn't. If you're trying to break into AI from a non-traditional background, I know that path from the inside.

Welcome to my profile! With a robust background in AI at BCG and in my current role at Lennox, I am here to help you navigate the complexities of AI/ML career paths. As a Project Leader at Boston Consulting Group, I supported dozens of F500 companies on developing and deploying AI capabilities. I now lead AI corporate initiatives for Lennox International, capturing millions of dollars in run rate value each year. Let's connect and strategize your path to success in the AI/ML field!

Breaking into AI right now can feel incredibly opaque, and most of the advice out there is either too generic or disconnected from how teams are actually hiring. I help operators cut through that noise and make the shift into AI in a way that’s strategic, credible, and grounded in reality. I work at the intersection of product and strategy, helping teams transform their operations to be AI-native. That means I’m not looking at this from the outside: I’m in the room, seeing what skills actually matter, how roles are evolving, and what makes someone stand out (or get overlooked). I understand how to translate existing experience into something that resonates in an AI context -- especially for operators who don’t come from traditional technical backgrounds. If you’re trying to move from “AI-curious” to actually positioned for real opportunities, I’ll help you get clear on your angle, focus on what moves the needle, and build a story that hiring teams believe. No fluff, no over-complication -- just a smart, practical path forward.

I moved from consulting into tech and finance myself, so I know the version of this that actually works. You need something concrete to point at. At Deloitte I spent four years on cloud strategy and technology coverage. Since then I've built and shipped my own AI products, including the prep platform I run now. So I can talk through what a product actually does, and also tell you what a recruiter will care about. The clients who land offers usually have one thing in common. They stopped reading about AI and built something. With one MBA client we co-built a product project together, and it became the thing he talked about in every interview. He is now at a tech startup in San Francisco. If you're coming from consulting, finance, or another non-engineering background, that is the path I know best.

I coach in AI careers at the intersection of recruiting, product, and emerging technology, drawing on years of building hiring systems, advising founders, and experimenting hands‑on with tools like GPT, Web3 platforms, and automation. I’ve sat on both sides of the table—designing roles, sourcing and evaluating talent, and positioning candidates—so I understand what hiring teams actually look for and how quickly the AI landscape is shifting. My approach is practical and outcomes‑driven: we translate your background into credible AI‑relevant value, define a clear target market (roles, companies, and ecosystems), and build a repeatable system for outreach, interviewing, and portfolio building. Whether you’re pivoting into AI from another field or trying to level up within the space, I focus on strategy, messaging, and execution so you’re not just “AI‑curious,” but genuinely competitive in a crowded market.

I specialize in helping smart generalists become the AI expert in their organization — without needing to become a machine learning engineer. Over the past year, I’ve helped professionals and operators learn how to strategically integrate AI into their work and position themselves as the “resident AI expert” within their teams and organizations. Rather than focusing purely on technical skills, my coaching focuses on the practical challenge most professionals face: how to identify meaningful AI opportunities, build real-world projects, and demonstrate AI-driven impact in their current role or industry. My background combines over a decade of mentoring high-performing students and professionals with hands-on experimentation building AI-assisted systems for coaching, operations, and knowledge management. Through that work, I’ve developed practical frameworks for learning AI quickly, identifying high-leverage use cases, and translating AI tools into tangible business outcomes. I work with professionals, operators, and independent consultants who want to move beyond simply “learning AI tools” and instead develop the strategic mindset, project portfolio, and credibility needed to transition into AI-focused roles or become the go-to AI resource within their organization or business. I commonly work with: - Professionals transitioning into AI-focused roles - Consultants and operators integrating AI into their work - Founders building AI-enabled workflows for their businesses

Hello and welcome to my profile! With a robust background in AI, analytics, and strategy from top-tier companies like Google and Wells Fargo, I am here to help you break into the exciting world of AI careers. My experience spans leading AI engineering projects particularly for AI Safety and managing cross-functional analytics initiatives, equipping me with the skills to guide you through the complexities of AI roles. I have a Master's in Business Analytics from the W. P. Carey School of Business, where I honed my expertise in data science and programming. Whether you're looking to refine your technical skills or navigate the job market, I'm here to provide personalized coaching tailored to your goals. Let's connect and chart your path to success in AI!