Selected work

Naming Strategy Localization
Naming Meta's First GenAI Ad Creative Tools
Challenged already-public feature names with localization data and customer research, winning director-level approval to rename them before launch.
Prompt Engineering Personalization
Contextualizing Ad Recommendations Through Meta's AI Business Assistant
Wrote system prompts that grounded ad recommendations in each advertiser's own account data, turning generic guidance into a clear, personalized case for action.
LLM Evaluation Quality Frameworks
LLM Judges for Meta's AI Business Assistant
Closed the gap between content principles and measurable quality, building the accuracy judge that verified the assistant met its standards at scale.
Process Design Cross-Functional Leadership
LLM Judge Development Playbook
Spotted a company-wide gap in how LLM judges got built, then wrote the playbook — and resolved the ownership questions — that became the standard other teams followed.
Strategy Stakeholder Influence
Creative Generative AI Tools in Meta Ads Manager
Won leadership approval for Meta's generative AI creative vision, then led content design for the first three tools that shipped: text generation, image expansion, and background generation.
Edge-Case Analysis Risk Mitigation
Preventing an Engineering Regression Through Scalable Design
Caught a missed error-state edge case before implementation, avoiding a costly rebuild.
Workshop Facilitation Strategic Alignment
Strategic Alignment for the Video Creation Tools Team
Facilitated cross-functional workshops to resolve ownership confusion after a reorg and unlock roadmap planning for two teams.
Process Design Experimentation Strategy
Ads Manager's First Growth Team Operating Model
Designed the prioritization and planning model that let a new Growth team run roughly 4x the required experiment volume.
Strategic Facilitation Jobs-to-Be-Done
Strategic Foundation for the Intermediate Advertiser Experiences Team
Led strategy workshops to give a newly formed team its first customer-centered mission, vision, and Jobs-to-be-Done framework.