AI writing tools have transformed how researchers draft, edit, and refine grant proposals. But they come with real limitations that every PI needs to understand before relying on them in a competitive submission.
What AI does well in grant writing: • First drafts — AI can generate a starting draft from your bullet points or outline, breaking writer's block and giving you something to edit rather than a blank page. • Rewriting for clarity — AI excels at simplifying jargon-heavy sentences and improving readability for a broad review panel. • Consistency checks — AI can scan your document for inconsistencies in terminology, aim numbering, or timeline references. • Broader impacts sections — the structured, somewhat formulaic nature of broader impacts sections is well-suited to AI drafting with human refinement. • Bibliography formatting — AI can help format references and identify missing citations.
What AI does poorly: • Generating accurate scientific content — AI hallucinates facts, citations, and data. Every factual claim must be independently verified. • Understanding your specific preliminary data — AI can't interpret your lab's actual results. You must provide that context explicitly. • Knowing the funding agency's priorities — AI has general knowledge but not real-time awareness of a program's current focus. • Replacing expert human review — before submission, your proposal needs feedback from colleagues who have served on review panels, not just AI polish.
Best practices for AI-assisted grant writing: 1. Use AI to draft, then rewrite substantially in your own voice. Reviewers can detect generic AI prose. 2. Never submit AI-generated content about your preliminary data without careful verification. 3. Use AI for editing passes (clarity, concision, active voice) after the scientific content is solid. 4. Check all citations generated or suggested by AI — hallucinated references are a serious credibility risk. 5. Follow your institution's and the funding agency's policies on AI use in proposals.
The aicente advantage: aicente's grant discovery tools help you find matching funding opportunities before you start writing, so you can tailor your narrative to the agency's priorities from the first draft.