---
title: Blog (2)
description: Stay updated on Life Science through expert insights, industry trends, latest news and more with PQE Group's blog. (2)
---

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# **Latest Insights**

[Artificial Intelligence ![](https://blog.pqegroup.com/hubfs/AI%20thought%20leadership%20Series_2_blog.jpg)](https://blog.pqegroup.com/artificial-intelligence/beyond-the-rollout-od-interventions-that-shape-how-ai-actually-works)

02 Jun 2026

## [Beyond the Rollout: OD Interventions That Shape How AI Actually Works Why AI implementations fail—and how a four-phase lifecycle approach helps organizations manage risk, build support, and sustain adoption.](https://blog.pqegroup.com/artificial-intelligence/beyond-the-rollout-od-interventions-that-shape-how-ai-actually-works)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/artificial-intelligence/beyond-the-rollout-od-interventions-that-shape-how-ai-actually-works&title=Beyond%20the%20Rollout:%20OD%20Interventions%20That%20Shape%20How%20AI%20Actually%20Works&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/AI%20thought%20leadership%20Series_2_blog.jpg&description=Why%20AI%20implementations%20fail—and%20how%20a%20four-phase%20lifecycle%20approach%20helps%20organizations%20manage%20risk,%20build%20support,%20and%20sustain%20adoption.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/artificial-intelligence/beyond-the-rollout-od-interventions-that-shape-how-ai-actually-works&title=Beyond%20the%20Rollout:%20OD%20Interventions%20That%20Shape%20How%20AI%20Actually%20Works&summary=Why%20AI%20implementations%20fail—and%20how%20a%20four-phase%20lifecycle%20approach%20helps%20organizations%20manage%20risk,%20build%20support,%20and%20sustain%20adoption.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Beyond%20the%20Rollout:%20OD%20Interventions%20That%20Shape%20How%20AI%20Actually%20Works&url=https://blog.pqegroup.com/artificial-intelligence/beyond-the-rollout-od-interventions-that-shape-how-ai-actually-works)

[GxP Compliance ![](https://blog.pqegroup.com/hubfs/CSA%20SAP%204%20HANA_Blog-2.webp)](https://blog.pqegroup.com/gxp-compliance/csa-validation-strategies-in-sap-s/4hana)

27 May 2026

## [CSA Validation Strategies in SAP S/4HANA® Discover CSA in SAP S/4HANA validation and its digital approach focused on risk and efficiency.](https://blog.pqegroup.com/gxp-compliance/csa-validation-strategies-in-sap-s/4hana)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/gxp-compliance/csa-validation-strategies-in-sap-s/4hana&title=CSA%20Validation%20Strategies%20in%20SAP%20S/4HANA®&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/CSA%20SAP%204%20HANA_Blog-2.webp&description=Discover%20CSA%20in%20SAP%20S/4HANA%20validation%20and%20its%20digital%20approach%20focused%20on%20risk%20and%20efficiency.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/gxp-compliance/csa-validation-strategies-in-sap-s/4hana&title=CSA%20Validation%20Strategies%20in%20SAP%20S/4HANA®&summary=Discover%20CSA%20in%20SAP%20S/4HANA%20validation%20and%20its%20digital%20approach%20focused%20on%20risk%20and%20efficiency.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=CSA%20Validation%20Strategies%20in%20SAP%20S/4HANA®&url=https://blog.pqegroup.com/gxp-compliance/csa-validation-strategies-in-sap-s/4hana)

[Commissioning, Qualification and Validation (CQV) ![](https://blog.pqegroup.com/hubfs/GMP%20Compressed%20Air_Blog-1.jpg)](https://blog.pqegroup.com/commissioning-qualification-validation/gmp-grade-compressed-air-regulatory-essentials-testing)

26 May 2026

## [GMP Grade Compressed Air: Regulatory Essentials & Testing Discover why compressed air is a critical GMP utility and how testing ensures compliance and product safety.](https://blog.pqegroup.com/commissioning-qualification-validation/gmp-grade-compressed-air-regulatory-essentials-testing)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/commissioning-qualification-validation/gmp-grade-compressed-air-regulatory-essentials-testing&title=GMP%20Grade%20Compressed%20Air:%20Regulatory%20Essentials%20&%20Testing&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/GMP%20Compressed%20Air_Blog-1.jpg&description=Discover%20why%20compressed%20air%20is%20a%20critical%20GMP%20utility%20and%20how%20testing%20ensures%20compliance%20and%20product%20safety.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/commissioning-qualification-validation/gmp-grade-compressed-air-regulatory-essentials-testing&title=GMP%20Grade%20Compressed%20Air:%20Regulatory%20Essentials%20&%20Testing&summary=Discover%20why%20compressed%20air%20is%20a%20critical%20GMP%20utility%20and%20how%20testing%20ensures%20compliance%20and%20product%20safety.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=GMP%20Grade%20Compressed%20Air:%20Regulatory%20Essentials%20&%20Testing&url=https://blog.pqegroup.com/commissioning-qualification-validation/gmp-grade-compressed-air-regulatory-essentials-testing)

[GxP Compliance ![](https://blog.pqegroup.com/hubfs/FDA%20Inspection%20FAQs_Site%20Banner.jpg)](https://blog.pqegroup.com/gxp-compliance/from-qsit-to-cp-7382.850-fda-inspection-faq)

25 May 2026

## [From QSIT to CP 7382.850: FDA Inspection FAQs Understand FDA QSIT inspection changes and CP 7382.850. Explore key FAQs on audits, checklists, sampling, and risk‑based inspection expectations.](https://blog.pqegroup.com/gxp-compliance/from-qsit-to-cp-7382.850-fda-inspection-faq)

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[GxP Compliance ![](https://blog.pqegroup.com/hubfs/QMS%20Harmonization_Part%202_Blog-1.jpg)](https://blog.pqegroup.com/gxp-compliance/a-practical-blueprint-for-implementing-a-harmonized-qms.-the-how)

25 May 2026

## [A Practical Blueprint for Implementing a Harmonized QMS: The How Discover how governance, process standardization, and digital technology transform QMS harmonization into a scalable enterprise capability.](https://blog.pqegroup.com/gxp-compliance/a-practical-blueprint-for-implementing-a-harmonized-qms.-the-how)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/gxp-compliance/a-practical-blueprint-for-implementing-a-harmonized-qms.-the-how&title=A%20Practical%20Blueprint%20for%20Implementing%20a%20Harmonized%20QMS:%20The%20How&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/QMS%20Harmonization_Part%202_Blog-1.jpg&description=Discover%20how%20governance,%20process%20standardization,%20and%20digital%20technology%20transform%20QMS%20harmonization%20into%20a%20scalable%20enterprise%20capability.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/gxp-compliance/a-practical-blueprint-for-implementing-a-harmonized-qms.-the-how&title=A%20Practical%20Blueprint%20for%20Implementing%20a%20Harmonized%20QMS:%20The%20How&summary=Discover%20how%20governance,%20process%20standardization,%20and%20digital%20technology%20transform%20QMS%20harmonization%20into%20a%20scalable%20enterprise%20capability.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=A%20Practical%20Blueprint%20for%20Implementing%20a%20Harmonized%20QMS:%20The%20How&url=https://blog.pqegroup.com/gxp-compliance/a-practical-blueprint-for-implementing-a-harmonized-qms.-the-how)

[Regulatory Affairs ![](https://blog.pqegroup.com/hubfs/BANNER-USP%20Regulation%20-%20Plastic%20Contamination%20Risks%20and%20Single-Use%20Systems-1.jpg)](https://blog.pqegroup.com/regulatory-affairs/usp-665-1665-compliance-risk-assessment-for-biotech-and-api-manufacturing)

29 Apr 2026

## [USP \<665\>/\<1665\> Compliance: Risk Assessment for Biotech & API Manufacturing USP \<665\> goes live in 2026. Are your polymer components compliant? Learn why early risk assessment is the key—and how to prepare.](https://blog.pqegroup.com/regulatory-affairs/usp-665-1665-compliance-risk-assessment-for-biotech-and-api-manufacturing)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/regulatory-affairs/usp-665-1665-compliance-risk-assessment-for-biotech-and-api-manufacturing&title=USP%20%3C665%3E/%3C1665%3E%20Compliance:%20Risk%20Assessment%20for%20Biotech%20&%20API%20Manufacturing&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/BANNER-USP%20Regulation%20-%20Plastic%20Contamination%20Risks%20and%20Single-Use%20Systems-1.jpg&description=USP%20%3C665%3E%20goes%20live%20in%202026.%20Are%20your%20polymer%20components%20compliant?%20Learn%20why%20early%20risk%20assessment%20is%20the%20key—and%20how%20to%20prepare.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/regulatory-affairs/usp-665-1665-compliance-risk-assessment-for-biotech-and-api-manufacturing&title=USP%20%3C665%3E/%3C1665%3E%20Compliance:%20Risk%20Assessment%20for%20Biotech%20&%20API%20Manufacturing&summary=USP%20%3C665%3E%20goes%20live%20in%202026.%20Are%20your%20polymer%20components%20compliant?%20Learn%20why%20early%20risk%20assessment%20is%20the%20key—and%20how%20to%20prepare.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=USP%20%3C665%3E/%3C1665%3E%20Compliance:%20Risk%20Assessment%20for%20Biotech%20&%20API%20Manufacturing&url=https://blog.pqegroup.com/regulatory-affairs/usp-665-1665-compliance-risk-assessment-for-biotech-and-api-manufacturing)

[CSV & Data Integrity ![](https://blog.pqegroup.com/hubfs/CSA%20Activities_Blog-1.jpg)](https://blog.pqegroup.com/csv-data-integrity/toward-a-least-burdensome-approach-to-computer-software-assurance)

29 Apr 2026

## [Toward a Least-Burdensome Approach to Computer Software Assurance Read how FDA’s new CSA guidance simplifies software assurance with a risk-based, least-burdensome approach.](https://blog.pqegroup.com/csv-data-integrity/toward-a-least-burdensome-approach-to-computer-software-assurance)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/csv-data-integrity/toward-a-least-burdensome-approach-to-computer-software-assurance&title=Toward%20a%20Least-Burdensome%20Approach%20to%20Computer%20Software%20Assurance&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/CSA%20Activities_Blog-1.jpg&description=Read%20how%20FDA’s%20new%20CSA%20guidance%20simplifies%20software%20assurance%20with%20a%20risk-based,%20least-burdensome%20approach.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/csv-data-integrity/toward-a-least-burdensome-approach-to-computer-software-assurance&title=Toward%20a%20Least-Burdensome%20Approach%20to%20Computer%20Software%20Assurance&summary=Read%20how%20FDA’s%20new%20CSA%20guidance%20simplifies%20software%20assurance%20with%20a%20risk-based,%20least-burdensome%20approach.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Toward%20a%20Least-Burdensome%20Approach%20to%20Computer%20Software%20Assurance&url=https://blog.pqegroup.com/csv-data-integrity/toward-a-least-burdensome-approach-to-computer-software-assurance)

[GxP Compliance ![](https://blog.pqegroup.com/hubfs/5%20Steps%20to%20Armonize_Blog-1.jpg)](https://blog.pqegroup.com/gxp-compliance/foundations-and-drivers-of-qms-harmonization-the-why)

28 Apr 2026

## [Foundations and Drivers of QMS Harmonization: The Why Scaling globally? Discover why harmonization is a strategic necessity, not a choice.](https://blog.pqegroup.com/gxp-compliance/foundations-and-drivers-of-qms-harmonization-the-why)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/gxp-compliance/foundations-and-drivers-of-qms-harmonization-the-why&title=Foundations%20and%20Drivers%20of%20QMS%20Harmonization:%20The%20Why&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/5%20Steps%20to%20Armonize_Blog-1.jpg&description=Scaling%20globally?%20Discover%20why%20harmonization%20is%20a%20strategic%20necessity,%20not%20a%20choice.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/gxp-compliance/foundations-and-drivers-of-qms-harmonization-the-why&title=Foundations%20and%20Drivers%20of%20QMS%20Harmonization:%20The%20Why&summary=Scaling%20globally?%20Discover%20why%20harmonization%20is%20a%20strategic%20necessity,%20not%20a%20choice.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Foundations%20and%20Drivers%20of%20QMS%20Harmonization:%20The%20Why&url=https://blog.pqegroup.com/gxp-compliance/foundations-and-drivers-of-qms-harmonization-the-why)

[Pharmacovigilance ![](https://blog.pqegroup.com/hubfs/AI%20in%20Pharmacovigilance_Blog-1.webp)](https://blog.pqegroup.com/pharmacovigilance/ai-in-pharmacovigilance-human-oversight-as-a-cornerstone)

21 Apr 2026

## [AI in Pharmacovigilance: Human Oversight as a Cornerstone AI is transforming pharmacovigilance. Learn why strong human oversight remains essential to ensure patient safety and regulatory compliance.](https://blog.pqegroup.com/pharmacovigilance/ai-in-pharmacovigilance-human-oversight-as-a-cornerstone)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/pharmacovigilance/ai-in-pharmacovigilance-human-oversight-as-a-cornerstone&title=AI%20in%20Pharmacovigilance:%20Human%20Oversight%20as%20a%20Cornerstone&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/AI%20in%20Pharmacovigilance_Blog-1.webp&description=AI%20is%20transforming%20pharmacovigilance.%20Learn%20why%20strong%20human%20oversight%20remains%20essential%20to%20ensure%20patient%20safety%20and%20regulatory%20compliance.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/pharmacovigilance/ai-in-pharmacovigilance-human-oversight-as-a-cornerstone&title=AI%20in%20Pharmacovigilance:%20Human%20Oversight%20as%20a%20Cornerstone&summary=AI%20is%20transforming%20pharmacovigilance.%20Learn%20why%20strong%20human%20oversight%20remains%20essential%20to%20ensure%20patient%20safety%20and%20regulatory%20compliance.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=AI%20in%20Pharmacovigilance:%20Human%20Oversight%20as%20a%20Cornerstone&url=https://blog.pqegroup.com/pharmacovigilance/ai-in-pharmacovigilance-human-oversight-as-a-cornerstone)

[Artificial Intelligence ![](https://blog.pqegroup.com/hubfs/AI%20thought%20leadership%20Series_2_blog.jpg)](https://blog.pqegroup.com/artificial-intelligence/before-you-flip-the-switch-building-organizational-support-before-introducing-ai-systems)

31 Mar 2026

## [Before You Flip the Switch: Building Organizational Support Before Introducing AI Systems Introducing AI requires more than technology. Learn how to secure organizational support, and build a foundation for compliant AI adoption.](https://blog.pqegroup.com/artificial-intelligence/before-you-flip-the-switch-building-organizational-support-before-introducing-ai-systems)

<https://www.facebook.com/sharer/sharer.php?u=https://blog.pqegroup.com/artificial-intelligence/before-you-flip-the-switch-building-organizational-support-before-introducing-ai-systems&title=Before%20You%20Flip%20the%20Switch:%20Building%20Organizational%20Support%20Before%20Introducing%20AI%20Systems&picture=https://19575960.fs1.hubspotusercontent-na1.net/hubfs/19575960/AI%20thought%20leadership%20Series_2_blog.jpg&description=Introducing%20AI%20requires%20more%20than%20technology.%20Learn%20how%20to%20secure%20organizational%20support,%20and%20build%20a%20foundation%20for%20compliant%20AI%20adoption.> <http://www.linkedin.com/shareArticle?mini=true&url=https://blog.pqegroup.com/artificial-intelligence/before-you-flip-the-switch-building-organizational-support-before-introducing-ai-systems&title=Before%20You%20Flip%20the%20Switch:%20Building%20Organizational%20Support%20Before%20Introducing%20AI%20Systems&summary=Introducing%20AI%20requires%20more%20than%20technology.%20Learn%20how%20to%20secure%20organizational%20support,%20and%20build%20a%20foundation%20for%20compliant%20AI%20adoption.> [![twitter](https://blog.pqegroup.com/hubfs/twitter-1.png)](https://twitter.com/intent/tweet?text=Before%20You%20Flip%20the%20Switch:%20Building%20Organizational%20Support%20Before%20Introducing%20AI%20Systems&url=https://blog.pqegroup.com/artificial-intelligence/before-you-flip-the-switch-building-organizational-support-before-introducing-ai-systems)

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