Case studies

Work that shipped.

AI automation, product strategy, growth, and content — organized so you can jump straight to the work that matters to you.

Featured · AI Automation

Insight Engine.

Turn raw customer feedback into prioritized, evidence-backed product decisions — powered by semantic AI clustering, sentiment analysis, and executive-ready Voice of Customer reporting.

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AI · Product Analytics · BI

Thousands of comments → an executive-ready roadmap.

A full-stack AI product built with Python, FastAPI, MiniLM embeddings, HDBSCAN clustering, Claude summaries, and an interactive Streamlit dashboard.

PythonFastAPIMiniLMHDBSCANClaudeStreamlit

Featured · Product Management

Ouralink.

From a real-life family coordination problem to a family operations SaaS — discovery, product strategy, requirements, prioritization, product analytics, and agile delivery.

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Product Owner · Discovery · Analytics

Making the invisible work of running a family visible.

Founder and Product Owner of Ouralink — an MVP-stage SaaS built around shared family responsibilities, calendars, and household coordination.

DiscoveryMVP ScopeUser StoriesRICEProduct KPIsAgile