APERIO helps meet the industry's regulated equipment qualification needs


In heavily-regulated industries like pharmaceuticals and life sciences, companies are under immense pressure to lower costs while finding technologies to optimize production. Stringent industry compliance standards, coupled with current supply chain disruptions, force some difficult operating decisions to answer rising consumer expectations and persistent competition. The average cost of bringing a drug to market is just under $2.6B. Because data is essential to the development of new drugs and therapies, its usage, analysis, and approval, make it one of the most valuable assets. But numerous publications show its integrity is a constant problem. Missing data is the most common data quality error. APERIO DataWise helps customers reduce:


Cost of poor data quality in Pharma


% of FDA warning letters due to data integrity


Cost of drug development


Time spent on data preparation and deployment

APERIO Use Cases in the Pharma and Life Sciences Industries

Below are some sample use cases where customers are employing APERIO DataWise in pharmaceuticals and life sciences applications.

Asset Qualification

  • Digitize, validate, and identify data issues
  • Automate manual processes & workflows
  • IQ, OQ, and PQ with root cause analysis
  • Track DQI from lab to line to warehouse
  • Continuously validate live data & alerts

Equipment + Sensors

  • Reduce start-up with easy troubleshooting
  • Detect asset failures before they occur
  • Eliminate connection errors
  • Identify and fix calibration errors
  • Prevent sensor drift, fouling, & tampering

Workforce Enablement

  • Maximize operator efficiency through improved visibility
  • Ensure plantwide safety and regulatory/FDA compliance
  • Data-driven decisions and more efficient use of resources and time
  • Improved root-cause analysis and problem-solving
  • Optimize operational readiness based on validated data, not “best practices” or rules
  • Maximize operator efficiency through improved visibility, knowledge transfer, and safety assurance


  • Accurately track and reduce GHG emissions, water and energy usage
  • Standardize energy and production data, then monitor and optimize
  • Accurately measure and report against Net Zero goals
  • Meet FDA specifications without manual inspections

Digital Transformation

  • Improve operational efficiency and OEE
  • Optimize alarm management
  • Minimize production loss from unscheduled downtime and manufacturing difficulties

Data Security

  • Keep assets, systems, and operational data secure, active, and accessible
  • Monitor mission critical infrastructure with millions of real time data streams
  • Identify replay attacks, synthetic or correlated signals on operational data before they disrupt performance

See What We’ve Done for Your Peers

Unlock the value of superior data

The future of your industrial data value chain is at your fingertips. Improve data accuracy, security, and value, for smarter business decisions based on real-time, trusted, superior data.

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