INSIGHT · GLOBAL
Production reality: Most bank LLM pilots fail to scale past POC
Industry chatter and pilot data suggest ~73% of bank large-language-model pilots stall at proof-of-concept; common blockers include data quality, model hallucination in compliance-sensitive workflows, and cost-benefit misalignment.
WHY IT MATTERS
CROs and CFOs must pressure engineering teams to articulate explicit ROI gates before pilot-to-prod transitions; stalled pilots burn budget and erode stakeholder confidence in AI roadmaps.