AI-assisted work needs human control
AI assistance can speed drafting and analysis, but the workflow still needs ownership, verification, and data handling boundaries.
AI changes drafting speed, not accountability
AI tools can help draft, summarize, classify, and explore alternatives, but they do not own the decision. The workflow must preserve human responsibility for accuracy, confidentiality, appropriateness, and final action.
Boundaries first
Define what data may be entered, what outputs require verification, who may approve generated content, and when AI assistance must be disclosed or avoided. Sensitive data, proprietary details, credentials, regulated information, and confidential user material need stronger handling than public text.
Verification workflow
AI-assisted work should include source checking, factual verification, bias or tone review, security review for code/configuration, and owner approval before publication or execution. The more consequential the output, the more explicit the review path should be.
Evidence and exceptions
Keep evidence that a human reviewed important output. Record exceptions when AI was used outside the normal boundary. Do not let repeated exceptions become informal policy.
How to apply it
| Situation | Practical move | Evidence |
|---|---|---|
| Repeated confusion | Name the trigger, owner, input, and expected output. | Updated workflow or checklist. |
| Repeated exception | Decide whether it is a true exception or a changed normal path. | Exception log or policy update. |
| High-risk handoff | Require a short handoff note and validation step. | Assigned owner and completion note. |
External guidance
These resources are references for terminology, control thinking, or review design. DailyWF adapts the ideas into lightweight operating pages rather than reproducing full standards.
- NIST AI Risk Management FrameworkAI risk governance structure for mapping, measuring, managing, and governing AI risk.
- NIST Cybersecurity Framework 2.0General cybersecurity risk management structure: govern, identify, protect, detect, respond, recover.
- CISA Secure by DesignSecure-by-design principles for software and technology evaluation.