Let me start with a simple experiment: Ask a generative AI tool to count the words in a document. It will likely be off by 10%.
In a blog post, that’s tolerable. In a financial disclosure, a regulatory filing, or a supply chain commitment, it is simply unacceptable.
Generative AI is statistical. Answers to enterprise level problems are a lot more deterministic. The distance between 90% and 100% accuracy is not incremental. In our world, it is existential.
In 2026, AI is no longer evaluated on novelty. It is evaluated on precision, governance, scalability, and business impact. As organizations move from pilots to scaled programs, five moments will define whether they capture lasting value or expose themselves to avoidable risk. I have seen these moments play out across every major market I oversee.
1. The governance moment: when agents become digital coworkers
