Thoughts on fixing the "AI tone": might be a workflow problem, not an editing problem

There’s a ton of debate around using AI for academic purposes. I've been in the workforce for a few years, and honestly, I'm a bit jealous of students today... It reminds me of the old days staying up all night, typing essays word-by-word. Even citations were manual!

A friend doing her PhD got her paper flagged by Turnitin. She panicked and thought using AI for research was the problem. But hey...it's also impossible to not use AI... it really helps, and everyone's using it. Avoiding it just puts you at a disadvantage.

After looking at her workflow, I feel she let AI do too much of the thinking. She would feed ChatGPT a prompt like "write an introduction about X," copy the output, tweak a few words, then move on. Repeat for every section. The essay technically had her edits, but the structure, logic, flow were all AI-generated.

I don't write academic papers anymore, but writing is a huge part of my job for many different audiences, and I think the principles are similar.

Here's the workflow that I think works well so far:

1. Outline everything by myself first. Even if it's rough, or just bullet points. I decide the structure.
2. Use AI to expand, but stay in control. Feed it one section at a time. If the output doesn't match my thinking, I go ahead edit it by generating with a better prompt, or switch to a different model.
3. After every AI response, add my own examples and analysis. I take the AI output as raw material and I will turn it into my argument.
4. Switch models. My friend, she was only using ChatGPT. For me, I think ClaudeSonnet4.5 is great for research-heavy scenarios, Gemini 2.5 Pro is my personal fav for logical reasoning (GPT5thinking & DeepSeek R1 are also pretty good), then back to another model for synthesis. I feel different models think differently, it keeps the output from sounding too uniform.
5. Final pass with a refiner. Once the content actually reflects your thinking, use something to clean up obvious AI patterns and unify the style. I just use the "Paper refiner" mate in Halomate, since my whole workflow mentioned above lives there, and it lets me switch between models without losing context (as mentioned in #4). You can use any tool you like (should be many options out there), but the key is doing this last, not as a fix for AI-written content, but as a final polish for the human-driven work.

My final take: The "AI tone" problem isn't about the final polish. It's about relying on AI too much from the start. If you outline yourself, let AI expand each section, then immediately inject your own ideas and switch models throughout, the result will be solid.

Any thoughts are welcome for discussion.