When to Use A.I.
What A.I. is useful for:
Summarizing or synthesizing material when outlining.
Early brainstorming and idea generation.
Creating rough first drafts to overcome writer’s block.
Basic grammar, spelling, or clarity checks before hiring a professional editor.
What A.I. tools can’t do well:
Produce reliable facts, since A.I. can create errors or “hallucinated” references.
Follow journal, program, or university-specific citation rules.
Maintain your unique tone or preserve individual voice.
Interpret discipline-specific terminology or conceptual frameworks accurately.
Distinguish between editing and ghostwriting.
Provide nuanced feedback tailored to your goals, argument, or learning style.
When to Hire Me
Unlike automated tools or large editing firms, you work directly with me from start to finish. I take time to learn your project, your goals, your disciplinary context, and your writing habits so I can tailor feedback to your needs and preserve your voice. My process is transparent: I explain every edit, teach you patterns that strengthen your writing, and help you build confidence for defense, submission, or publication.
Discipline-specific editing: I work fluently with theoretical frameworks, research methods, and terminology unique to your field.
Voice preservation: I improve clarity, structure, and flow without flattening your tone or rhetorical intent.
Transparent feedback: You receive clear comments and explanations for changes, so you always understand the “why.”
Collaborative process: I answer questions, accept revision requests, and adjust my level of intervention—from light copyediting to in-depth developmental editing.
Neurodivergent strengths: My pattern recognition and attention to structural consistency help me spot redundancies, logic gaps, and stylistic issues that many editors (and all AI tools) miss.