---
id: "question-ethical-protocols-mission-critical"
type: "open-question"
source_url: "https://hbr.org/2024/12/how-to-create-value-systematically-with-gen-ai"
source_title: "How to Create Value Systematically with Gen AI"
source_timestamps: ["§ Transformation & Growth"]
tags: ["ethics", "governance", "safety"]
related: ["entity-world-health-organization", "action-create-experimentation-space"]
resolutionPath: "A detailed framework or checklist of the specific governance, human-in-the-loop requirements, and data privacy safeguards necessary to move AI from safe sandboxes to mission-critical production."
sources: ["spine"]
sourceVaultSlug: "hbr-seg-spine"
originDay: 1
articleStem: "hbr-nm-98-create-value-systematically-genai"
sourceUrl: "https://hbr.org/2024/12/how-to-create-value-systematically-with-gen-ai"
sourceTitle: "How to Create Value Systematically with Gen AI"
---
# What specific ethical and safety protocols are required for mission-critical AI?

**Open question.** The authors note that using AI for mission-critical tasks (like healthcare documentation) requires "robust ethical and safety protocols" and cite [[entity-world-health-organization]] guidelines — but the article does not detail what these protocols actually look like in practice for an enterprise reaching **Level 3 (Transformation & Growth)**. This directly affects [[action-create-experimentation-space]].

**Resolution path:** a detailed framework or checklist of the specific governance, human-in-the-loop requirements, and data-privacy safeguards needed to move AI from safe sandboxes to mission-critical production.

**Enrichment.** WHO's published guidance offers the shape of an answer — transparency/explainability, human oversight and accountability, data protection and risk management, and context-appropriate evaluation before clinical deployment — but translating these into an operational enterprise checklist remains work to be done, and is part of why the "fast prototype" narrative needs a parallel governance track (see [[contrarian-no-complex-infrastructure]]).