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This package is designed for candidates preparing to excel in AI Product Management recruiting interviews. It provides customized preparation to ensure you perform at your best during both product case and behavioral interview rounds. With expert coaching, you’ll sharpen your product sense, strengthen your knowledge of AI/ML concepts that PMs are expected to understand, and build the confidence needed to stand out in a highly competitive hiring process. Key components of this package include, but are not limited to: • Deepening your understanding of AI/ML fundamentals that PMs need (model basics, applications, tradeoffs) and how to discuss them with engineering and design teams • Framework development sessions to help you structure responses to product sense, execution, and strategy questions effectively • Mock product case interviews with detailed feedback, covering product design, metrics, prioritization, and go-to-market scenarios • Behavioral interview preparation to craft compelling stories that highlight leadership, cross-functional collaboration, and AI product experience • Industry and company-specific research to tailor your responses for big tech, startups, or AI-focused product teams • Techniques for communicating technical concepts clearly to both business stakeholders and engineers • Strategies for managing stress and maintaining composure during high-stakes interviews • Continuous improvement through iterative practice, debriefs, and personalized feedback loops By the end of this package, you will have sharpened your case and behavioral interview skills, developed a strong personal narrative as an AI Product Management candidate, and gained the confidence to perform at your best in interviews—positioning you to secure an AI PM role.
A customized interview prep plan for AI Product Management, including product cases, strategy, and behavioral prep
Mock interview feedback reports highlighting strengths and areas for improvement in both product and behavioral rounds
A refined set of product management frameworks and behavioral stories tailored to AI product roles
A company- and role-specific prep guide for your target AI PM opportunities
A personal narrative that clearly communicates your product vision, leadership, and AI expertise
Coaching delivered via live sessions and .
Services included:
Technical Interview Prep
Behavioral Interview Prep
Schedule a call with a Leland team member who can help you explore your options.
Schedule a call
Expert help on everything from getting the interview to landing the offer.
Starting at $1,16110h+ of coaching
Expert coaching to elevate your skills and achieve your AI/ML goals.
Starting at $1,16110h+ of coaching
Get help with Skill Building and AI Fundamentals.
Sonya also coaches for Master’s Programs and Career Coaching. View all.

Joined March 2025
5.0
AI for Product | Stanford d.school | ex-Microsoft Engineer
Building with AI doesn’t have to feel overwhelming or require a coding background! I help Product Managers, designers, students, and founders up-level their product development with AI. I have personal experience experimenting with AI tools, breaking down complex technical concepts, and shipping AI-powered features into production. I’ve taught Computer Science at Stanford and UMich and mentored developers during my time as a software engineer at Microsoft. I bring that same mix of technical depth and clear, practical teaching to our sessions. Having graduated from Stanford's d.school, I can also help push the bounds on your creativity (and leverage AI to get creative as well). I can help you: - Design and build your first AI prototype (no technical experience required!) - Set up the right tech stack - Cover coding fundamentals (only the most helpful and relevant concepts to your work) - Debug when popular tools get stuck in “AI loops” - Use AI tools for creativity and brainstorming - Creative exploration sessions with design thinking methods to take your ideas to the next level - Problem to concept sessions - you bring a problem, we brainstorm and prototype solutions together - Leverage AI in your day-to-day PM workflow Curious to learn more? Reach out - I'd love to hear what you're working on and help you find the right path forward!
5h+ of coaching