TL;DR: Probabilistic AI models deliver outputs, not predictable, SLA-backed outcomes. For CIOs and Heads of Operations running document-intensive workflows in regulated environments, the gap between “the model usually gets it right” and “the process consistently delivers on time” is where...

TL;DR: Pure LLMs in enterprise document workflows do not fail loudly – they fail silently. Hallucinated field values flow undetected into ERP and CRM systems, triggering cascading operational failures that surface hours or days later at a cost far exceeding...