Nearly every investor we meet says a version of the same thing: “I’m paid to find good ideas. I rarely have the time to find them.” Their day disappears into gathering, cleaning, and formatting; the thinking gets whatever hours are left.

The industry’s answer has been to bolt AI onto the same broken stack. But the bottleneck was never the model; it’s everything underneath it. So we rebuilt that underneath: a unified data engine and knowledge graph, intent routing to the right data and model, finance-tuned agents for answers, memos, comps, and reports, all inside one governed workspace.

One managing director, with forty years in sell-side research, used to spend three weeks on a single initiation report. He now covers ten companies in an afternoon. That’s the vision: research where the constraint is the quality of your thinking, not the hours in your day.