AI Solutions Use Cases
Discover how our AI-powered solutions transform life sciences and process industries through intelligent automation, real time insights, and seamless system integration.
Bioreactor Root Cause Analysis (RCA) - Leveraging AI
This use case serves as a foundation to uncover additional AI opportunities and address common life sciences challenges—regardless of existing system landscape—while maintaining the Human-in-the-Loop (HITL) principle.
Problem: Difficulty in Identifying Trends and Patterns
Complex and time-sensitive analysis of bioreactor pH and temperature trends slows root cause identification, delaying corrective actions and jeopardizing batch integrity.
Solution: AI Co-Pilot for Supervisory Insight
Integrates data across Historian, MES, ERP, and SOP systems, enabling your organization's LLM to deliver unified analysis and actionable insights.
Unrealized Potential: Laying the Groundwork for Scalable AI in Life Sciences
This use case serves as a foundation to uncover additional AI opportunities and address common life sciences challenges—regardless of existing system landscape—while maintaining the Human-in-the-Loop (HITL) principle.
Business Value Through Integrated AI-Driven RCA
Our RCA solution integrates critical business applications with embedded AI, combining business expertise, IT/OT systems, and AI Co-Pilot capabilities to deliver measurable value within existing workflows.
Accelerated Trend and Pattern Recognition
Use AI to quickly detect trends and deviations, improving decision-making speed and accuracy in process control, quality assurance, and material management—driving efficiency and cost reduction.
Real-Time Operational Insights
Break down data silos with an organization-specific LLM connected to IT/OT applications in real time—reducing data collection time across multiple sources such as SOPs, Excel files, MES, Historians, and ERP systems.
Enhanced Collaboration
Facilitates seamless information flow across Product Development, Tech Transfer, Manufacturing, Quality, Material Management, Planning/Scheduling and controlling by enabling result sharing, CAPA initiation, and coordinated improvement actions.
Accelerated Trend and Pattern Recognition
Use AI to quickly detect trends and deviations, improving decision-making speed and accuracy in process control, quality assurance, and material management—driving efficiency and cost reduction.
RCA Use Case Architecture
Frontline operators, supervisors, and quality engineers interact with an LLM (Claude, in this example) as a dynamic interface alongside key systems—MES, ERP, and Historians—integrating even partially digitalized data sources (PDF, Excel...).
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See It In Action
Watch our live demonstration of AI-powered root cause analysis in a real manufacturing environment
Ready to Transform Your Operations?
Take the next step towards enhanced efficiency and informed decision-making. Our AI-driven Root Cause Analysis solution is designed to revolutionize how you identify and resolve operational challenges. Connect with us to explore how we can tailor this innovative approach to your unique needs.