--- title: blog | 21 CFR Part 11 description: 21 CFR Part 11 | --- [![ERA Sciences - evolved data integrity solutions](https://go.erasciences.com/hubfs/Logo%20horizontal%20transparency%20black-1.svg "ERA Sciences - evolved data integrity solutions")](http://erasciences.com) Search toggle - [Home](https://erasciences.com) - [Success stories](https://erasciences.com/success-stories) - [Resources](https://go.erasciences.com/blog) Resources - [Articles](https://go.erasciences.com/blog) - [Events](https://go.erasciences.com/blog/tag/events) - [About us](https://erasciences.com/about-us) - [Contact us](https://erasciences.com/contact-us) [![ERA Sciences - evolved data integrity solutions](https://go.erasciences.com/hubfs/Logo%20horizontal%20transparency%20black-1.svg "ERA Sciences - evolved data integrity solutions")](http://erasciences.com) - [Home](https://erasciences.com) - [Success stories](https://erasciences.com/success-stories) - [Resources](https://go.erasciences.com/blog) Resources - [Articles](https://go.erasciences.com/blog) - [Events](https://go.erasciences.com/blog/tag/events) - [About us](https://erasciences.com/about-us) - [Contact us](https://erasciences.com/contact-us) Search toggle [![ERA Sciences - evolved data integrity solutions](https://go.erasciences.com/hubfs/Logo%20horizontal%20transparency%20black-1.svg "ERA Sciences - evolved data integrity solutions")](http://erasciences.com) - [Home](https://erasciences.com) - [Success stories](https://erasciences.com/success-stories) - [Resources](https://go.erasciences.com/blog) Resources - [Articles](https://go.erasciences.com/blog) - [Events](https://go.erasciences.com/blog/tag/events) - [About us](https://erasciences.com/about-us) - [Contact us](https://erasciences.com/contact-us) Search toggle What are you looking for? Search # 21 CFR Part 11 [![](https://go.erasciences.com/hubfs/AI-Generated%20Media/Images/Create%20a%20clean%20professional%20digital%20illustration%20that%20represents%20the%20concept%20of%20imperfect%20but%20valuable%20AI%20models%20in%20the%20context%20of%20pharmaceutical%20quality%20The%20image%20should%20show%20a%20slightly%20asymmetrical%20or%20partially%20incomplete%20AI%20brain%20or%20neural%20network-1.png)](https://go.erasciences.com/blog/when-imperfect-ai-models-still-add-value-in-pharma-quality) [![](https://go.erasciences.com/hubfs/AI-Generated%20Media/Images/Create%20a%20clean%20professional%20digital%20illustration%20that%20represents%20the%20concept%20of%20imperfect%20but%20valuable%20AI%20models%20in%20the%20context%20of%20pharmaceutical%20quality%20The%20image%20should%20show%20a%20slightly%20asymmetrical%20or%20partially%20incomplete%20AI%20brain%20or%20neural%20network-1.png)](https://go.erasciences.com/blog/when-imperfect-ai-models-still-add-value-in-pharma-quality) ## [When “Imperfect” AI Models Still Add Value in Pharma Quality](https://go.erasciences.com/blog/when-imperfect-ai-models-still-add-value-in-pharma-quality) 8 Sep 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) ## Introduction: Quality mindset in an AI world Artificial intelligence is rapidly reshaping the... [Read More](https://go.erasciences.com/blog/when-imperfect-ai-models-still-add-value-in-pharma-quality) [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Digital transformation](https://go.erasciences.com/blog/tag/digital-transformation), [Phanero](https://go.erasciences.com/blog/tag/phanero), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![](https://go.erasciences.com/hubfs/AI-Generated%20Media/Images/Create%20a%20simple%20modern%20digital%20illustration%20for%20a%20blog%20post%20titled%20Why%20SaaS%20Vendors%20Are%20Racing%20to%20Add%20GenAI%20in%20Life%20Sciences%20The%20image%20should%20visually%20represent%20the%20intersection%20of%20generative%20AI%20and%20pharmaceuticalbiotech%20SaaS%20%20for%20example%20abstract%20vi-3-1.png)](https://go.erasciences.com/blog/why-saas-vendors-are-racing-to-add-genai-in-life-sciences-an-analysis-of-mits-state-of-ai-in-business-2025) [![](https://go.erasciences.com/hubfs/AI-Generated%20Media/Images/Create%20a%20simple%20modern%20digital%20illustration%20for%20a%20blog%20post%20titled%20Why%20SaaS%20Vendors%20Are%20Racing%20to%20Add%20GenAI%20in%20Life%20Sciences%20The%20image%20should%20visually%20represent%20the%20intersection%20of%20generative%20AI%20and%20pharmaceuticalbiotech%20SaaS%20%20for%20example%20abstract%20vi-3-1.png)](https://go.erasciences.com/blog/why-saas-vendors-are-racing-to-add-genai-in-life-sciences-an-analysis-of-mits-state-of-ai-in-business-2025) ## [Why SaaS Vendors Are Racing to Add GenAI in Life Sciences: An Analysis of MIT’s State of AI in Business 2025](https://go.erasciences.com/blog/why-saas-vendors-are-racing-to-add-genai-in-life-sciences-an-analysis-of-mits-state-of-ai-in-business-2025) 1 Sep 2025 [Ben O'Brien](https://go.erasciences.com/blog/author/ben-obrien) [Read More](https://go.erasciences.com/blog/why-saas-vendors-are-racing-to-add-genai-in-life-sciences-an-analysis-of-mits-state-of-ai-in-business-2025) [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Digital transformation](https://go.erasciences.com/blog/tag/digital-transformation), [Phanero](https://go.erasciences.com/blog/tag/phanero), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![](https://go.erasciences.com/hubfs/65eeb8d972427503e6d54ba2_fda-21-cfr-part-11.png)](https://go.erasciences.com/blog/navigating-21-cfr-part-11-your-guide-to-compliant-gxp-computerized-inventory-management) [![](https://go.erasciences.com/hubfs/65eeb8d972427503e6d54ba2_fda-21-cfr-part-11.png)](https://go.erasciences.com/blog/navigating-21-cfr-part-11-your-guide-to-compliant-gxp-computerized-inventory-management) ## [Navigating 21 CFR Part 1:1Your Guide to Compliant GxP Computerized Inventory Management](https://go.erasciences.com/blog/navigating-21-cfr-part-11-your-guide-to-compliant-gxp-computerized-inventory-management) 25 Aug 2025 [Ben O'Brien](https://go.erasciences.com/blog/author/ben-obrien) [Read More](https://go.erasciences.com/blog/navigating-21-cfr-part-11-your-guide-to-compliant-gxp-computerized-inventory-management) [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [ALCOA Plus](https://go.erasciences.com/blog/tag/alcoa-plus), [Phanero](https://go.erasciences.com/blog/tag/phanero) [![Clinical trial setting with assistants capturing clinical data](https://go.erasciences.com/hubfs/Data%20integrity%20in%20GCP.png)](https://go.erasciences.com/blog/data-integrity-in-gcp) [![Clinical trial setting with assistants capturing clinical data](https://go.erasciences.com/hubfs/Data%20integrity%20in%20GCP.png)](https://go.erasciences.com/blog/data-integrity-in-gcp) ## [The evolving landscape of data integrity in good clinical practice](https://go.erasciences.com/blog/data-integrity-in-gcp) 18 Apr 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) In recent years, regulatory agencies have placed renewed emphasis on data integrity in clinical... [Read More](https://go.erasciences.com/blog/data-integrity-in-gcp) [Risk](https://go.erasciences.com/blog/tag/risk), [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [Data integrity culture](https://go.erasciences.com/blog/tag/data-integrity-culture), [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![A boardroom with employees collaborating on a whiteboard](https://go.erasciences.com/hubfs/ChatGPT%20Image%20Apr%208%2c%202025%2c%2003_56_57%20PM.png)](https://go.erasciences.com/blog/subjectivity-and-risk) [![A boardroom with employees collaborating on a whiteboard](https://go.erasciences.com/hubfs/ChatGPT%20Image%20Apr%208%2c%202025%2c%2003_56_57%20PM.png)](https://go.erasciences.com/blog/subjectivity-and-risk) ## [Subjectivity in risk: catalyzing catastrophe or creativity?](https://go.erasciences.com/blog/subjectivity-and-risk) 8 Apr 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) In the highly regulated world of pharmaceuticals and life sciences, risk isn’t just a numerical... [Read More](https://go.erasciences.com/blog/subjectivity-and-risk) [Risk](https://go.erasciences.com/blog/tag/risk), [Bias](https://go.erasciences.com/blog/tag/bias), [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [Data integrity culture](https://go.erasciences.com/blog/tag/data-integrity-culture), [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-03-21%2014.14.00%20-%20A%20professional%2c%20minimalist%20linear%20regression%20chart%20in%20ligne%20claire%20style%20(like%20Tintin%20comics)%2c%20showing%20a%20clear%20upward%20trend%20with%20data%20points%20scatter.webp)](https://go.erasciences.com/blog/ai-meets-gxp-model-cards-for-trust-transparency-and-compliance) [![](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-03-21%2014.14.00%20-%20A%20professional%2c%20minimalist%20linear%20regression%20chart%20in%20ligne%20claire%20style%20(like%20Tintin%20comics)%2c%20showing%20a%20clear%20upward%20trend%20with%20data%20points%20scatter.webp)](https://go.erasciences.com/blog/ai-meets-gxp-model-cards-for-trust-transparency-and-compliance) ## [AI meets gxp: model cards for trust, transparency and compliance](https://go.erasciences.com/blog/ai-meets-gxp-model-cards-for-trust-transparency-and-compliance) 21 Mar 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) Artificial intelligence is shaking up the pharmaceutical industry, delivering efficiencies in... [Read More](https://go.erasciences.com/blog/ai-meets-gxp-model-cards-for-trust-transparency-and-compliance) [Bias](https://go.erasciences.com/blog/tag/bias), [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Computerized Systems Inventory List](https://go.erasciences.com/blog/tag/computerized-systems-inventory-list), [Phanero](https://go.erasciences.com/blog/tag/phanero), [Artificial Intelligence](https://go.erasciences.com/blog/tag/artificial-intelligence) [![Statisticians looking at graphs on computer screens](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-01-21%2017.06.36%20-%20An%20illustration%20in%20the%20ligne%20claire%20style%2c%20similar%20to%20Tintin%2c%20depicting%20an%20audit%20of%20statistical%20software%20in%20a%20life%20sciences%20company%20for%20drug%20develop.webp)](https://go.erasciences.com/blog/ensuring-data-integrity-for-statistical-software-in-gxp-environments-top-10-audit-requests) [![Statisticians looking at graphs on computer screens](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-01-21%2017.06.36%20-%20An%20illustration%20in%20the%20ligne%20claire%20style%2c%20similar%20to%20Tintin%2c%20depicting%20an%20audit%20of%20statistical%20software%20in%20a%20life%20sciences%20company%20for%20drug%20develop.webp)](https://go.erasciences.com/blog/ensuring-data-integrity-for-statistical-software-in-gxp-environments-top-10-audit-requests) ## [Ensuring Data Integrity for Statistical Software in GxP Environments: Top 10 Audit Requests](https://go.erasciences.com/blog/ensuring-data-integrity-for-statistical-software-in-gxp-environments-top-10-audit-requests) 21 Jan 2025 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) The life sciences industry relies on statistical programming software companies like SAS and... [Read More](https://go.erasciences.com/blog/ensuring-data-integrity-for-statistical-software-in-gxp-environments-top-10-audit-requests) [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Computerized Systems Inventory List](https://go.erasciences.com/blog/tag/computerized-systems-inventory-list), [Phanero](https://go.erasciences.com/blog/tag/phanero), [Data Integrity Audits](https://go.erasciences.com/blog/tag/data-integrity-audits) [![](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-01-15%2019.59.48%20-%20A%20ligne%20claire%20style%20illustration%20depicting%20a%20celebratory%20scene%20for%20the%202024%20annual%20review%20of%20ALCOA+%20data%20integrity%20in%20the%20life%20sciences%20industry.%20T-1.webp)](https://go.erasciences.com/blog/topdataintegrityauditissues2024) [![](https://go.erasciences.com/hubfs/DALL%C2%B7E%202025-01-15%2019.59.48%20-%20A%20ligne%20claire%20style%20illustration%20depicting%20a%20celebratory%20scene%20for%20the%202024%20annual%20review%20of%20ALCOA+%20data%20integrity%20in%20the%20life%20sciences%20industry.%20T-1.webp)](https://go.erasciences.com/blog/topdataintegrityauditissues2024) ## [2024 Top Data Integrity Audit Issues](https://go.erasciences.com/blog/topdataintegrityauditissues2024) 16 Jan 2025 [Dr Eva Kelly](https://go.erasciences.com/blog/author/dr-eva-kelly) In the fast-evolving world of life sciences, ensuring the integrity of GMP records has never been... [Read More](https://go.erasciences.com/blog/topdataintegrityauditissues2024) [Data Integrity](https://go.erasciences.com/blog/tag/data-integrity), [Data backup and restore](https://go.erasciences.com/blog/tag/data-backup-and-restore), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Digital transformation](https://go.erasciences.com/blog/tag/digital-transformation), [Data Integrity Audits](https://go.erasciences.com/blog/tag/data-integrity-audits), [gmp](https://go.erasciences.com/blog/tag/gmp), [Life Sciences](https://go.erasciences.com/blog/tag/life-sciences) [![](https://go.erasciences.com/hubfs/Life_Science_Fusion_Logo_Hi%20Res%20(1).png)](https://go.erasciences.com/blog/collaboration-lifescience) [![](https://go.erasciences.com/hubfs/Life_Science_Fusion_Logo_Hi%20Res%20(1).png)](https://go.erasciences.com/blog/collaboration-lifescience) ## [Collaboration: The New Frontier of Life Sciences Innovation](https://go.erasciences.com/blog/collaboration-lifescience) 17 Dec 2024 [Dr Eva Kelly](https://go.erasciences.com/blog/author/dr-eva-kelly) In an era of rapid technological advancement, life sciences companies face unprecedented challenges... [Read More](https://go.erasciences.com/blog/collaboration-lifescience) [High reliability](https://go.erasciences.com/blog/tag/high-reliability), [ICH Q10](https://go.erasciences.com/blog/tag/ich-q10), [Risk assessment](https://go.erasciences.com/blog/tag/risk-assessment), [Collaboration](https://go.erasciences.com/blog/tag/collaboration), [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Digital transformation](https://go.erasciences.com/blog/tag/digital-transformation), [gmp](https://go.erasciences.com/blog/tag/gmp), [Life Sciences](https://go.erasciences.com/blog/tag/life-sciences) [![Organized computer systems interconnected by glowing green and yellow data lines, symbolizing digital connectivity and precision.](https://go.erasciences.com/hubfs/DALL%C2%B7E%202024-12-09%2015.37.40%20-%20A%20professional%20and%20clean%20illustration%20in%20the%20ligne%20claire%20style%2c%20depicting%20a%20modern%20and%20futuristic%20laboratory%20environment.%20The%20scene%20includes%20sleek%2c%20i.webp)](https://go.erasciences.com/blog/the-ultimate-guide-to-gxp-computerized-system-inventory-regulations-and-guidelines) [![Organized computer systems interconnected by glowing green and yellow data lines, symbolizing digital connectivity and precision.](https://go.erasciences.com/hubfs/DALL%C2%B7E%202024-12-09%2015.37.40%20-%20A%20professional%20and%20clean%20illustration%20in%20the%20ligne%20claire%20style%2c%20depicting%20a%20modern%20and%20futuristic%20laboratory%20environment.%20The%20scene%20includes%20sleek%2c%20i.webp)](https://go.erasciences.com/blog/the-ultimate-guide-to-gxp-computerized-system-inventory-regulations-and-guidelines) ## [The Ultimate Guide to GxP Computerized System Inventory Regulations and Guidelines](https://go.erasciences.com/blog/the-ultimate-guide-to-gxp-computerized-system-inventory-regulations-and-guidelines) 9 Dec 2024 [Andy O'Connor](https://go.erasciences.com/blog/author/andy-oconnor) Managing GxP computerized systems is a fundamental responsibility for leaders in life sciences... [Read More](https://go.erasciences.com/blog/the-ultimate-guide-to-gxp-computerized-system-inventory-regulations-and-guidelines) [21 CFR Part 11](https://go.erasciences.com/blog/tag/21-cfr-part-11), [Digital transformation](https://go.erasciences.com/blog/tag/digital-transformation), [Clinical](https://go.erasciences.com/blog/tag/clinical), [Computerized Systems Inventory List](https://go.erasciences.com/blog/tag/computerized-systems-inventory-list), [Phanero](https://go.erasciences.com/blog/tag/phanero) [1](https://go.erasciences.com/blog) [2](https://go.erasciences.com/blog/tag/21-cfr-part-11/page/2) ## Unlock your potential: Join our courses today! Ready to take the next step in your professional journey? Our expertly designed courses are here to empower you with the skills and knowledge needed to excel in your field. Don't just dream about success - make it a reality with us. Enroll today and start your path to greatness! 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