AI for Product Development

As a seasoned product leader with over a decade of experience at industry giants like Google and Twitch, as well as high-growth startups, I offer a unique blend of deep technical expertise in AI/ML and a proven track record of scaling products and teams. Throughout my career, I have successfully led both B2B and B2C initiatives , transitioning from a Senior Data Scientist to a Director of Product and building platforms that have reached millions of users. Currently, as a Principal Product Manager at Twitch, I lead discovery efforts, leveraging machine learning to connect viewers and creators globally. My coaching philosophy is rooted in my experience scaling organizations from the ground up—growing teams from five to 50—and overseeing the entire product lifecycle from conceptualization to acquisition. I have a passion for mentorship and have guided numerous PMs through the complexities of career transitions, technical product strategy, and navigating the nuances of both large-scale tech environments and the fast-paced startup world. Whether you are looking to master the technical side of AI products, refine your leadership skills, or prepare for high-stakes interviews, I bring a structured, data-driven approach to help you achieve your career goals

I started my AI journey while working for The Home Depot as a senior manager of product management on the Center of Excellence team. My work there was focused on establishing best practices for hundreds of Product teams (across product management, UX, engineering, and data science). At the time, we were trying to increase AI usage across the product lifecycle, and we built training and best practices to showcase how it could be used. Fast forward to today and I'm working on an AI-centric startup (hazel.build) which has an AI "engine" driving it's core functionality. I am also personally using AI (primarily Claude, some Gemini) to write user stories, write code, push code to production, build our marketing website, write website copy, develop marketing plans, research the construction space (our target market), and identify key partners & contact information (automated CRM building). A key aspect of AI is that context matters - a lot. Because it's not deterministic, you can guide it, and you can provide as much information as possible to help it make decisions, but you never know exactly what it will do. You must regularly tune it so it's functioning as close to ideal as possible.

Hello and welcome to my profile! With a degree in Business Informatics from the University of California, Riverside, and extensive experience as a Senior R&D Manager at Stryker, I bring a wealth of knowledge in AI-driven product development. Over the years, I've successfully coached 18 individuals, helping them leverage AI to innovate and enhance their product strategies. My approach is hands-on and tailored to each client's unique needs, ensuring they can effectively integrate AI into their development processes. If you're looking to harness the power of AI in your product development journey, let's connect and create a roadmap to success together!

I work with product managers and founders to integrate AI into real products - focusing on where it actually creates user and business value, not just experimentation for the sake of it. As a Senior Product Manager at Delivery Hero, I operate at the intersection of product, growth, and data - leveraging intelligent systems and data-driven approaches to improve acquisition, conversion, and retention at scale across 20+ countries. My focus is on how AI can enhance decision-making, personalization and user experience in production environments. I help clients identify high-impact AI opportunities, define clear use cases and translate them into scalable product features. Whether you're exploring AI use cases, building AI-powered features, or integrating AI into your growth strategy, I help you move from idea to execution with clarity and focus.

I'm a Senior Product Manager at Amazon with 12+ years of experience at the intersection of AI, data, and product. I've launched AI-powered ranking and personalization systems used by 100M+ customers, and built LLM-driven productivity agents that help internal teams cut through complex data to make faster, better decisions — all delivering $800M+ in measurable revenue impact. Working at the frontier of AI products has taught me what most courses can't: how to move from idea to shipped model, how to align ML teams around business outcomes, and how to build systems that actually scale. That experience has made me a go-to resource internally — I actively coach and train fellow PMs at Amazon on how to work more effectively with AI, integrate LLMs into their workflows, and think clearly about model tradeoffs. Now I want to bring that impact beyond Amazon's walls. The stakes are real: 71% of workers are concerned AI will threaten their job security, and AI skills are in demand at 3.5x the rate of average job skills. PMs who develop AI fluency now don't just stay relevant — they earn 15–20% more than their peers and lead the products that define the next decade. If you're ready to be in that group, I can help you get there.

I'm a Technical Product Manager/Software Engineer with 12 years of experience building production systems at AWS, Intel, and Oracle (including foundational work on AWS AI Personalize and Intel's Tiber AI Cloud). I've spent the last several years at the intersection of engineering and product, leading cross-functional initiatives, shaping platform roadmaps, and translating technical architecture into business outcomes. I'm also a UC Berkeley-trained ML and AI practitioner and a Berkeley Haas COBE (Business Excellence) candidate, with coursework in AI-Driven Product Strategy and Executive Leadership. I founded The Product Minded Engineer Club (thepmeclub.com) and coach engineers and technical founders who are building AI products and want to close the gap between what's technically possible and what users actually need. Whether you're defining your first AI feature roadmap, choosing the right inference stack, or figuring out how to go from prototype to production, I help you with both the engineering depth and product thinking to help you build with clarity and confidence.

With a strong foundation in strategic management from BYU Marriott School of Business and hands-on experience as a Product Manager Intern at LeaderFactor and Enhanced Ai, I specialize in leveraging AI to drive product development. My work includes developing AI-driven solutions that significantly enhance productivity and accuracy, such as creating customized legal documents with ~90% accuracy and improving client productivity by 40% through innovative AI workflows. I have a proven track record of collaborating cross-functionally to launch impactful product features and optimize workflows, as demonstrated during my tenure at Intermountain Healthcare. If you're looking to integrate AI into your product development process, let's connect and explore how I can help you achieve your goals!

Welcome to my profile! With extensive experience as a Lead Product Manager at Amazon, I specialize in leveraging AI for product development and strategy. My work has driven significant improvements in compliance, onboarding, and operational efficiency across Amazon's Middle Mile and Last Mile networks. I hold an MBA from the Carlson School of Management and have a strong background in finance and risk management from my time at Skye Bank Plc. Having served on multiple student admission committees, I understand the importance of strategic planning and execution. I am passionate about helping others harness AI to innovate and excel in product development. Let's connect to explore how I can support your journey in AI-driven product innovation!

Frankly speaking, with almost a decade of experience in tech, I have designed, managed, shipped, sold, supported, and launched world class products for brands such as Apple, Berkshire Hathaway, SERHANT, Sotheby’s, DJI and more. - Ranked as a top 1% AI builder globally using Lovable, with hands-on experience across AI product strategy, Codex, AI video workflows, agentic tools, and applied product development. - Broke Luxury Presence’s primary KPI record three times while managing and launching 50+ complex web products for brands including Berkshire Hathaway, SERHANT, Sotheby’s, The Agency, and Compass and more. - Founded Lucky Day Labs, where I led product ops, strategy, design, support, and program management for a client SaaS product that reached a $200K annual run rate in 2025. - Launched an AI University with 100+ waitlist signups, teaching AI-first skills like vibe coding, AI product workflows, and implementation. - Serve as an OpenAI Forum Leader, facilitating AI product conversations and delivering an AI FIlm Festival in 2025 and a keynote speech to 40+ attendees on the future of art and work in an AI world. - Built and tested AI video and Codex workflows, including HeyGen V3 Studio tests and skill improvement work that reached a 100/100 plugin evaluation score. - Bring end-to-end product experience from Apple, Enjoy, Avail, Luxury Presence, and Lucky Day Labs across product support, customer research, launch strategy, onboarding, and workflow design. - I help clients turn AI ideas into practical product workflows, prototypes, roadmaps, and operating systems they can use immediately.

The only ones qualified are the ones actively building in this space. I'm building. I'm orchestrating the construction of an AI product, with AI-first principles at every level, from iteration, prototyping, product requirement documentation, to development, QA, scaling, security, and deployment. We're a nimble, cutting edge team, that is constantly ingesting new products/processes and applying what works to further our velocity and quality.