I work with marginalized founders to bring their ideas to life (0-1). My core value prop is ruthlessly efficient Lean product development methods, operations, and focus on building only what will measurably advance the business and build a customer base. Results: saving founders money where it matters: $100K per year that would have been spent on unnecessary engineering.

• Led product strategy for AI-driven platforms, partnering with founders to find PMF under real capital constraints

• Saved $150K+ by sequencing discovery before build — prevented premature scale and protected runway

• Designed analytics foundations for AI readiness; translated mixed signals into clear product direction

Transformed fragmented multi-app platform into unified ecosystem while building PM and IxD teams. Architected ML/AI solutions for expensive manual bottlenecks: semantic job matching (3x application increase), support automation (70% ticket reduction). Result: 3x growth in client and professional user bases year one.

Scaled B2B MVP into an Enterprise-grade platform through product-led growth loops. Drove 5x client growth and 10x end-user adoption, driving adoption upmarket into top 200 Fortune 500 companies.

Expert in Residence for General Assembly's 10-week Product Management intensive course.