Key takeaways Most enterprise AI projects fail to show positive returns not because the technology underperforms, but because CEOs deploy it without a clear value measurement framework.HBS research found that AI actively rewrites internal corporate...
Key takeaways According to Gartner, a majority of agentic AI projects are predicted to be canceled in the near term, most of them not because the models are unintelligent but because agents cannot access the right context at the right time.According to...
Key takeaways According to startbusinessbystate.com, 89.6% of the largest public filers now mention AI in their 10-K filings, compared to only 51.9% of the smallest public companies, revealing a structural gap in deployment depth across company...
Key takeaways According to the OECD, average Multifactor Productivity growth across 21 countries declined to around -0.3 percent in 2023-2024, making the cost of institutional inertia concrete and measurable.According to the OECD, 29 countries saw labor...
According to McKinsey's State of AI 2026, 40 percent of respondents from organizations with more than $1 billion in revenue report scaling AI agents. Most of their executives cannot explain how those agents make decisions. That gap is not a training...
Most enterprise security assumptions rest on a comfortable lie: that attackers will not find what you have not told them about. That lie is now structurally false. Autonomous systems do not need a roadmap. They probe every endpoint, test every...
A CEO once asked our team for something simple: a mapping of where AI could responsibly be applied inside the business. We went to the people running the processes and asked a basic question. How long does this activity take? For one activity, the...
Most executives buying AI start with the tool. That is the wrong starting point. Not slightly wrong, not a sequencing preference. Wrong in a way that reliably produces frustrated teams and value that does not move. The correct starting point is the...
Most companies are celebrating the wrong thing. The extension under Regulation (EU) 2026/1744 applies to a specific category of AI systems, not to the EU AI Act as a whole. The requirements in Chapter III, Sections 1–3, for AI systems classified as...
According to PwC's AI Agent Survey, 79% of surveyed senior executives say that AI agents are already being adopted in their companies (PwC, 2025). Organizations are moving away from general-purpose AI models and toward AI agents, because agents have the...
Most AI transformation programs follow the same arc. Six months of workshops. A carefully crafted strategic document. A polished board presentation. And then — mostly nothing. Or if something does happen, it barely resembles the ambitious vision that...
Platform modernization is not a technology decision first. It is an operating decision: which workflow is painful enough, visible enough, and owned well enough to deserve the next investment? In manufacturing, every promising idea competes with...
