Introduction: The Promise vs. The Reality of Pharma AI The pharmaceutical industry is currently navigating a paradoxical “drug drought.” Over the last decade, R&D investment has skyrocketed, yet the return on investment (ROI) for the top pharmaceutical companies has plummeted dropping from roughly 10% in 2010 to under 2% recently. The industry is desperate for […]
Key Takeaways Structure-to-affinity modeling is the missing bridge between protein structure prediction and real-world drug discovery outcomes. OpenFold3 enables reproducible, transparent protein structure generation without reliance on closed vendor APIs. Open-source affinity pipelines unlock explainability, auditability, and scientific control that black-box AI platforms cannot provide. AI-ready data platforms are required to operationalize these models at […]
AI agents are entering the enterprise faster than governance frameworks can keep up. What works in a demo or pilot often fails quietly in production, not because the agent is unintelligent, but because the surrounding architecture is incomplete. The uncomfortable truth most organizations discover too late is this: AI agent failures are rarely model failures. […]
Key Takeaways AI agents fail in production when they operate on ungoverned, low-trust enterprise data. Agentic AI requires a governed data foundation plus Human-in-the-Loop (HITL) controls. Redesigning data and governance comes before automating workflows. Solix enables agentic AI by making enterprise data governed, auditable, and AI-ready. AI agents are everywhere right now. Every demo shows […]
Key Takeaways AI can compress clinical data management (CDM) timelines, but only if you protect data integrity, traceability, and reviewability. Regulated CDM must treat AI as part of the computerized system landscape, including validation and trustworthy records, not a “black box helper.” FDA Part 11 guidance and FDA electronic systems guidance are practical anchors. Modern […]
Key Takeaways Email authentication combined with AI-based threat analysis helps healthcare organizations prevent phishing, spoofing, and business email compromise, which are major vectors for patient data breaches. DMARC, SPF, and DKIM are foundational technical standards for authenticating email senders and protecting domain reputation. AI-enhanced email security platforms extend traditional authentication with phishing detection, anomaly analysis, […]
