Streamlined report UI with AI-generated summaries at the top, 4 thematic boxes that surface key signals based on the data, and dynamic research questions that reshape the entire report on the fly. 8-week sprint from concept to prototype. 8 months of tech refinement to ship production-ready. Integrated data visualization, tagging, source attribution, and a template system that lets the AI model determine which information to populate based on the research question.

Reduced report generation time from minutes to seconds. Users got actionable insight instead of data dumps. Well-received in trials by internal analysts and customers. Shipped successfully and became the foundation for future product vision — portfolios, collections, and expanded templates.

This project required navigating emerging technology, a tight 8-week constraint, and cross-functional complexity across design, engineering, product, analysts, and clients. The harder problem most AI product teams skip wasn’t building the thing — it was making analysts trust it enough to act on it. That’s a systems and trust problem, not a model problem.