Projects
AI-powered community systems, product experiments, and side projects.
Natural-language search across people, content, and activity that helps users find answers faster (used by companies like Etsy).
AI co-pilot that flags, prioritizes, and assists with moderation decisions to keep communities safe.
Chat-based interface for co-creating posts, replies, and announcements with guidance.
Forum and community data synced into CRM, CX, and product tools to inform retention, expansion, and roadmap decisions.
Connects engagement metrics to revenue, retention, and support deflection to show tangible ROI.
Measuring + Improving how AI systems interpret, rank, and surface Bevy.
Implemented systems that helped our product and engineering team identify and prioritize the highest-impact features.
Establishes lightweight experimentation frameworks to test ideas quickly and reduce product risk.
Redesigned product analytics foundations to deliver reliable, decision-ready product insights.
Intelligent 1:1 and group matching systems across B2B communities, B2C platforms, universities, professional networks, and conferences.
Dashboards and signals that track community health, engagement quality, and growth trends.
Designed workflow creation tools for community managers.
Centralized integrations across CRM, email, and community platforms to streamline data flow.
Built and rolled out a consistent design system to speed up development and improve UX quality.
Search engine for discovering people based on skills, interests, and personalized attributes. Additional workflows post-discovery.
Designed and executed outbound campaigns to generate qualified pipeline.
Built inbound systems to capture, qualify, and nurture interest from a variety of channels.
Planned and ran paid and partnership campaigns to drive awareness and demand.
System for generating trusted, high-quality warm introductions to prospects (3x higher conversion than other channels post-demo).
Designed and tested referral programs to drive efficient, organic growth.
Unified tracking of internal, partner, and external signals for better attribution.
Built ambassador systems to activate power users and extend reach authentically.
Led engineering work to migrate and stabilize Kotlin codebase.
Designed AI-assisted onboarding flows to reduce time-to-value for new users.
Supported deployment, monitoring, and iteration of ML features.
AI assistant for sending executable workflows to other people using computer vision (like a second mouse that does tasks for you).
Voice-first interaction experiment exploring audio as a primary UI.
Built a marketplace enabling direct talent exchange without platform lock-in. Ethereum smart contract enabling peer-to-peer freelancer payments, reducing platform fees by 5-10%.
Guide helping UMich students save $19k+ by documenting transferable online course pathways.
Reddit monitoring and posting system to increase backlinks, referrals, and topical authority.