Private credit has long been driven by relationships, experience, and deep domain knowledge. Investment teams rely on judgment honed over years—balancing qualitative nuance with quantitative rigor. But in a landscape increasingly shaped by scale, speed, and complexity, the old playbook is no longer enough.