Four iterations evolving the interface from explicit control to implicit intent. How we scaled from simple semantic search to the Language User Interface that powers today's Agentic workflows.

Defined the verification standard for national security clients, solving the hallucination barrier. Established the baseline explainability pattern now used across the entire product suite to unblock high-stakes adoption.

Industry-referenced explainable AI framework translating technical ML concepts into design patterns for product teams new to AI. 1,000+ monthly visitors, 5 years post-launch.

Desktop experiences for multiple follow-ups and scheduled send that helped recruiters manage candidate communication at scale.