When to Use A.I.
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.
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.
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.