Why AI-Discovered Drugs Fail Without Data Unity
The pharmaceutical industry stands at a pivotal moment: 30% of new drugs will be AI-discovered by 2025, yet 42% of clinical trials still hemorrhage budgets
August 8, 2025
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The pharmaceutical industry stands at a pivotal moment: 30% of new drugs will be AI-discovered by 2025, yet 42% of clinical trials still hemorrhage budgets
1. Industry 4.0: Automation on the Rise Industry 4.0 is redefining manufacturing through AI, cloud, and advanced robotics. The global industrial automation market size is
1. Why Sustainability Must Be Strategic Manufacturing and heavy industry remain major contributors to global energy use and CO₂ emissions—accounting for nearly three-quarters of energy-related
1. The Rising Threat Landscape in Manufacturing As Industry 4.0 advances, the convergence of Information Technology (IT) and Operational Technology (OT) systems is exponentially expanding cyber
1. Introduction: A Workforce in Short Supply and Rising Risk The global manufacturing sector is entering a critical phase. As the experienced workforce retires and
1. Introduction: When Quality Is Not Optional In regulated industries like pharmaceuticals, medical devices, and food production, quality control and compliance are not competitive advantages—they
1. Introduction: The Real Cost of Data Fragmentation In today’s industrial operations, unexpected equipment failures and unplanned downtime can be devastating. But just as costly
The $1M-Per-Day Stakes of Commissioning For plant managers, commissioning is the ultimate stress test. Every hour of delay costs heavily—up to $1.5 million daily
The Intelligence Gap: Process Industries at a Crossroads 1. Beyond Chatbots: The Radical Leap to Agentic AI Agentic AI represents a paradigm shift, moving from reactive
The Great Divide: When Silos Cripple Industrial Competitiveness For decades, a silent war raged within industrial facilities. On one side: Information Technology (IT) — guardian
The $4.4 Billion Albatross: The Crushing Weight of Industrial Data InefficiencyThe chemical, petrochemical, pharmaceutical, and advanced materials industries form the bedrock of modern civilization. Yet,
The manufacturing sector is in the midst of a significant transformation, driven by digital adoption and evolving workforce demands. With an aging workforce and a
The pharmaceutical and medical device industries operate under stringent regulations, where product efficacy, safety, and compliance are paramount. Artificial intelligence (AI) is proving to be
Complex industrial projects like commissioning new facilities or decommissioning old ones are typically resource-intensive, time-consuming, and prone to human error. However, with the integration of
For generative AI to be truly effective in process manufacturing, the foundational data issues must be resolved first. The problem isn’t a lack of data;