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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.
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Miriam also coaches for AI for Finance and Accounting. View all.

Joined June 2026
Accounting Agentic AI Solution in Amazon
I'm a Senior Manager of Technical Product Management at Amazon, where I've spent the last 7+ years at the intersection of finance and AI. I'm the architect behind Neo — Amazon's purpose-built GenAI solution for Accounting, spanning anomaly detection, reconciliation research, and close cycle acceleration, scaled to full global deployment and featured at the AWS Re:Invent CFO Forum. I hold an AWS Certified AI Practitioner certification and a Foundation of AI Security certification, and I've co-authored research published through Amazon Science on multi-agent accounting frameworks and self-improving financial reasoning agents. I don't just understand AI in theory — I've built it, deployed it at enterprise scale, and measured its real-world impact on the finance close cycle. Whether you're a finance leader trying to understand where AI fits in your function, or an accountant looking to future-proof your career, I bring both the practitioner depth and the strategic lens to help you navigate this transformation with confidence.
5h+ of coaching