Designing and implementing AI-enabled, compliant digital platforms to keep biotech manufacturing resilient, audit-ready, and scalable.
Helping turn regulated technology environments into scalable digital platforms for life sciences manufacturing. Bridging executive strategy with engineering execution across hybrid cloud, AI, and IT/OT ecosystems in GxP environments.
Designing Retrieval-Augmented Generation (RAG) systems, GenAI governance frameworks, and AI-enabled operational dashboards that improve decision-making, automate document workflows, and maintain strict GxP compliance.
Integrating manufacturing, laboratory, and enterprise technology ecosystems. Aligning MES, LIMS, QMS, historians, automation platforms, and enterprise infrastructure to enable secure, resilient, and compliant operations across hybrid environments (AWS, VMware).
Real-world applications showcasing digital transformation in manufacturing and operations.
Real-time operations Safety, Quality, Delivery, Cost, and Involvement.
Web-based dashboard that consolidates operational status, +QDCE metrics, and exceptions into a single view so Ops, QA, Engineering and Leadership can react faster and reduce downtime.
Compliant AI assistant for SOP/Deviations writing & Policy lookup.
Retrieval-augmented (RAG) assistant enabling natural language queries against controlled SOP libraries, returning highly-traceable, sourced answers designed specifically for GMP environments.
Adaptive technical assessments for digital roles.
AI-driven questionnaire tailoring questions to employee responses. Helps leadership quickly map technical skill depth and identify development gaps across teams.
Self-service financial insights for operations.
Interactive hub bringing OPEX, CAPEX, and vendor spend together to give operational leaders a real-time view of budget vs. actuals avoiding manual spreadsheet overhead.
Discuss digital manufacturing strategy, AI implementation, or infrastructure leadership opportunities.
I'm open to conversations around technological modernization in strictly regulated boundaries, architectural advice for resilient IT/OT, and strategic consulting.