Models keep improving but data is still the bottleneck
Models keep improving but data is still the bottleneck. Frontier models can read, reason, and plan; none of which matters when an agent has to operate against a trading book, a molecular library, or a global portfolio. The data behind those workflows is fragmented across dozens of systems, mixes structured tables with unstructured documents, and shifts by the minute. Turning it into something an agent can reason across, at the volume and complexity these workflows demand, is a deeper research problem Saphenia solves. We're helping our clients unlock workflows that matter most such as trade execution, drug repurposing, monitoring market perception, portfolio operations, regulated decisioning and advisory. We move beyond agents that can write emails to agents that can do the heavy lifting in regulated industries.