The earliest signals of change appear in commercial behavior, market adaptation, and institutional response — long before they reach the headlines. Our work focuses not only on what is happening, but on what it means and why it matters. We assume actors have reasons for what they do, even when those reasons are not obvious from outside, and we pay close attention to culture, incentives, and informal power. We state our confidence, our methods, and our unknowns in every product.
We use AI seriously — for volume, triage, and recall — and with the same redundancy discipline we apply to a client's supply chain. But machines produce output, not judgment. Everything GVI publishes is read, weighed, and signed by a human.