APERIO helps meet the industry's regulated equipment qualification needs

Ensure Quality and Traceability

In heavily-regulated industries, companies are under immense pressure to lower costs while finding technologies to optimize the fastest path to production. Because data is essential to the development of new drugs and therapies, its accuracy is paramount. But integrity is a constant problem: missing data is the most common data quality error. As production becomes more outsourced, the impact will swell.

Impact of High Data Quality


Avoided lost cost due to poor data quality


$$ saved bringing a new drug to market


Gain by avoiding FDA warning letters due to poor data quality


Time gained not spent on data preparation and deployment

APERIO Use Cases in the Pharmaceuticals and Life Sciences Industries

Below are some use cases where APERIO DataWise is being deployed in the Pharmaceuticals and Life Sciences industries

+ Perform Asset Qualification at Scale
  • Digitize, validate, and identify data issues, with automated workflows for remediation. Meet IQ, OQ, and PQ with rigorous root cause analyses. Continuously track and improve DQI from the lab to the line to the warehouse with automatic alerts for poor data quality.

+ Monitor Sensor and Equipment Health
  • Reduce start-up time with easy troubleshooting of data issues, connection errors, and calibration errors. Detect asset failures before they occur and prevent sensor drift, equipment fouling, and asset tampering.

+ Empower the Operator
  • Maximize operator efficiency through improved visibility and data-driven decision making. Ensure plantwide safety, regulatory compliance, and operational readiness, based on validated data.

+ Accurately Report Sustainability Metrics
  • Accurately measure, report, and improve sustainability metrics (emissions, energy, water) against Net Zero goals. Standardize energy and production data, then monitor and optimize. Meet FDA specifications without manual inspection.

+ Enable Digital Transformation
  • Apply validated data in advanced models: analytics, predictive maintenance, sitewide reliability models, optimization , AI, etc. to improve operational efficiency and OEE. Minimize production losses from unscheduled downtime and manufacturing difficulties.

The APERIO Difference

We connect to millions of data streams for all equipment and sensor types, without needing manual and custom configuration.

We utilize automated, unsupervised ML engines that assess data health and reliability, without manually defining rules or duplicating tags.

We measure, improve, and track data quality through smart work-flows, rigorous root cause analyses, and efficient pattern recognition.

We deliver verified data for confident data-driven decision-making, driving business value from the control room to the boardroom.

See what we're doing for your peers!

Customers across a broad set of industries deploy APERIO DataWise to detect data anomalies before they negatively impact their business.

Early Detection

Identify raw data issues to ensure they’re addressed before they impact business.

Dead Tags

Identify dead tags to improve efficiency and speed of data-driven decisions.

Sensor Failure

Discover and address sensor failure before it negatively impacts business.

Leak Detection

Detect process upsets before they lead to unplanned outages.

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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