How I use AI
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Idea generation and source discovery. I may use AI to brainstorm questions, identify potential references, or outline alternative structures.
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Clarity and efficiency. I may use AI to propose phrasing options or summarize long materials for my initial review.
What I commit to
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Transparency. I will disclose when and how AI assisted the work so you—and your readers—understand its role in the process.
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Ethical use and privacy. I do not enter confidential or proprietary material into open generative AI tools. I use paid, enterprise-grade large language models to better protect information privacy.
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Human responsibility for accuracy. I take full responsibility for the content I deliver. Claims and citations are verified against original sources, not AI output.
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Attribution. When AI meaningfully contributes to ideas, wording, analysis, or research scaffolding, I will credit the tool and describe its role.
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Ongoing review. I update my practices as the technology and professional guidance evolve.
What I don’t use AI for
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Generating unverified claims, citations, or data.
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Handling confidential client information in unsecured environments.
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Producing final drafts without human editing and fact-checking.
Alignment with professional guidance
These practices align with leading guidance, including the APA Journals policy on generative AI and the AMA’s new principles of use for AI in medicine.
If you have organization-specific AI requirements, I will incorporate them into the proposal and follow them throughout the project.