Responsible AI Foundation

There was a brief moment when adding AI to a product still felt like a differentiator. That moment is ending fast. McKinsey’s 2024 global survey found that 72% of organizations are now using AI in at least one business function, while 65% say they are regularly using generative AI in at least one function, up sharply from the previous year. ( McKinsey & Company, 2024 )  Once that level of adoption sets in, AI stops looking like a special layer and starts behaving more like a

For a while, the dominant story around AI was speed. Which model was faster, which tool was sharper, which company shipped first, which product looked most magical in a demo. That story has not disappeared, but it is no longer enough. As AI systems move from novelty into work, education, public services, and everyday decision-making, trust is starting to matter more than spectacle.  That shift is not abstract. Pew’s 2025 research found that 51% of U.S. adults say they feel mo

For a long time, software sat where we left it. It waited for instructions, completed a task, and disappeared back into the background. It was useful, but it was inert. What makes this new generation of AI tools feel different is not just that they are faster or more capable, but that they increasingly behave less like instruments and more like participants in work itself.  That distinction matters a lot because people do not experience work as a sequence of isolated commands