Vivek Ahuja

“88% of organizations have adopted AI in at least one business function, according to McKinsey research from 2025”

“only about one-third have begun scaling AI across the enterprise”

“there is often a 15-to-25-point gap between vendor-reported accuracy and what you see in a live environment”

“the model scored 92% on a reasoning benchmark”

“If your AI deployment cannot show movement on at least one of these within 90 days, something in the stack needs to change”