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Andy Trus
Senior Product Leader specializing in EdTech and AI-powered learning products
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About
EdTech product leader with deep experience across K-12 and higher education, spanning $100M-scale platform strategy, 0-to-1 learning products, and AI-enabled assessment workflows. Particularly compelling for roles at the intersection of AI and education: they built an LLM-based content QA tool that saved $2.75M and articulate a nuanced philosophy around using AI to amplify human tutoring rather than replace it.
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Key Strengths
- Led complex platform migration strategy for a $15M chemistry product into a $100M STEM platform
- Strong research-driven product leadership using conjoint studies and customer segmentation
- Aligns large cross-functional teams around vision, milestones, and user insights
- Disciplined scope management with engineering to protect timelines
- Built AI-powered content review workflow that saved $2.75M in vendor costs
- Hands-on LLM evaluation and prompt iteration using precision/recall frameworks
- Designed human feedback loops to continuously improve AI performance post-launch
- Deep EdTech expertise across K-12 and higher education math/STEM products
- User-centered UX judgment grounded in learning science, motivation, and self-efficacy research
- Shipped teacher analytics product that drove adoption and student engagement at scale
- Influential leader without formal authority; later grew junior PMs into higher performance
- Thoughtful human-centered AI perspective focused on augmenting tutors rather than replacing them
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