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Created with the support of an AI assistant! https://images.squarespace-cdn.com/content/v1/6a0d7d9d74a61d7fc589dd1a/2ef6ff48-79af-4201-9955-75f6ce6b4f6a/Table+Small+Devices+Findings.png Blog - Small Devices – Incomplete Data – Big Trouble - Make it stand out Table 1: Quick Overview of the Findings. https://www.umk-consulting.com/blog/implementing-aiml-in-gmp-guardrails-as-risk-controls monthly 0.5 2026-07-13 https://images.squarespace-cdn.com/content/v1/6a0d7d9d74a61d7fc589dd1a/5adadc19-d36a-47e1-9be2-3ff7f5d660cd/Guardrails+Blog+Main+Figure.png Blog - Implementing AI/ML in GMP: Guardrails as Risk Controls - Make it stand out Guardrails can be effective risk control measures with the potential to reduce risks to an acceptable level. Their application and life cycle controls should be governed under Quality Risk Management (QRM). https://images.squarespace-cdn.com/content/v1/6a0d7d9d74a61d7fc589dd1a/5c14e5d0-7df4-48a3-9245-f498c1224b02/Table+Guardrails.png Blog - Implementing AI/ML in GMP: Guardrails as Risk Controls - Make it stand out Examples of different guardrail types presented at the workshop. https://www.umk-consulting.com/blog/implementing-aiml-in-gmp-applying-ich-q9r1-to-genai monthly 0.5 2026-07-07 https://images.squarespace-cdn.com/content/v1/6a0d7d9d74a61d7fc589dd1a/7b73d368-6fff-4852-a3b7-fc072dc86f3e/Bild16.png Blog - Implementing AI/ML in GMP: Applying ICH Q9(R1) to GenAI - Make it stand out ICH Q9 (R1): “When determining how much formality to apply to a given quality risk management activity, certain factors may be considered. 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