Main Logo
Main Logo

Insights & Perspectives

Explore our latest case studies, executive briefs, and deep dives shaping the future of digital innovation.

Practical AI in Regulated Labs

Practical AI in Regulated Labs is a knowledge article that explains how to apply AI/ML in QC and R&D labs in a compliant, inspection-ready way. It highlights real use cases (e.g., deviation triage, trend detection, OOS/OOT risk signals, document automation, instrument data review), along with key requirements like validation approach, audit trails, data integrity (ALCOA+), model governance, and change control - so teams can adopt AI safely without disrupting GxP compliance.

Insight-Ready Data - Executive Brief

Insight-Ready Data – Executive Brief is a concise knowledge article that explains how to prepare and govern data so leaders can trust it for decisions. It summarizes the key elements - data quality, standard definitions, integration, security/compliance, and KPI readiness -so executives can quickly understand what “insight-ready” means, why it matters, and what to sponsor to enable faster, consistent, inspection-ready reporting.

Right-First-Time Quality - Case Study

Right-First-Time Quality – Case Study is a short case study showcasing how a quality organization improved “right-first-time” outcomes by reducing errors, rework, and deviations across lab and manufacturing processes. It summarizes the problem, approach (standardization, workflow automation, integrated LIMS/QMS/MES data, and controls), measurable impact (fewer repeats/OOS/OOT, faster release, better compliance), and key lessons that can be replicated in similar regulated environments.