Thinking Machines

Enterprises Confront LLM Reliability, Determinism, and ROI Failures

OpenAI urges uncertainty-aware evaluation to reduce hallucinations, Thinking Machines outlines reproducibility fixes, and MIT reports 95 percent of enterprise GenAI pilots fail to deliver measurable ROI. The findings highlight a widening gap between model capability and business outcomes.