Why Sensitivity in AI-Assisted Writing Starts With You
There is a particular kind of discomfort that hits when you reread a draft and realize a character you wrote with care has somehow flattened into a type. Maybe the only Latinx character in your short story exists to explain the neighborhood. Maybe your depiction of grief looks suspiciously like what grief looks like on television rather than what it looks like in a kitchen at 2 a.m. These are not catastrophic failures. They are the ordinary drift that happens when any writer - working with or without AI - leans on inherited images instead of earned ones.
AI writing tools pull from an enormous body of text, which means they also pull from an enormous body of bias. A language model that has read millions of novels, screenplays, and web articles has also read millions of flattened depictions of marginalized communities, lazy shorthand for mental illness, and cultural details lifted from tourist-facing sources rather than lived ones. That inheritance does not disappear just because the output arrives in seconds. If anything, the speed makes it easier to miss. You paste a scene into the chat, you get back something polished and plausible, and plausible is not the same as responsible.
The good news is that AI is genuinely useful for sensitivity work when you treat it as a thinking partner rather than an authority. It cannot tell you whether your portrayal of a Deaf character is accurate or offensive - that is a question for own-voices readers, for community feedback, for the kind of slow research that requires actual humans. But it can help you examine your own assumptions before anyone else has to. The prompts below are designed exactly for that: not to outsource your ethical judgment, but to create productive friction in your own drafting process. Think of them as the questions a thoughtful writing group member might ask if they had infinite patience and no ego in the game.
Genre shapes how you use these tools significantly. Fiction writers dealing with characters from communities they do not belong to face different pressures than memoirists writing about family members who are still alive, or poets working with cultural symbols from traditions not their own. A memoirist has to balance accuracy and protection; a poet has to decide whether a metaphor drawn from another culture's ritual is illuminating or extractive. The prompts in this article are written with flexibility in mind - most include notes on how to adjust them by genre, but the underlying questions are the same: whose story is this, who is doing the telling, and what does the telling cost?
One last note before the prompts: fact-checking is yours to do. If a character in your novel practices a specific regional form of Buddhism, a language model may generate confident, detailed, completely wrong information about it. Use these prompts to probe your own draft logic and expose your assumptions, then verify specifics with primary sources, subject-matter experts, or community members. The AI is a mirror. What you do with your reflection is still your responsibility.
Prompts for Examining Character and Dialogue
Character work is where representation problems most often hide, particularly in dialogue. Dialogue is tricky because it feels natural when it flows - but "feels natural" frequently means "sounds like what I expect this kind of person to sound like," which is a different thing entirely. The prompts below are designed to help you pressure-test your characters' voices, the roles they play in your narrative, and the assumptions baked into how you have written them. They work best after you have a working draft - a full scene, a chapter, or a completed short story - because they need something concrete to push against.
For fiction writers, these prompts are most useful in the revision stage. For memoirists, adapt the character language to "subject" or "family member," and pay attention to whether your rendering of someone gives them interiority or reduces them to their function in your story. For poets writing from the perspective of a historical figure or a voice not your own, use the dialogue prompts to examine whether your imagined voice relies on archetypes or genuinely grapples with the specificity of that person's world.
Use this prompt when you want to audit the functional role a secondary character plays - especially one from a marginalized group - and find out whether they exist primarily to serve the protagonist's arc.
Use this prompt when you have a character from a cultural background different from your own and you want to examine whether their dialogue patterns are specific or generic - this is especially useful if you have been writing their speech from instinct rather than research.
This prompt is useful when you are writing a character dealing with mental illness, disability, addiction, or trauma - subjects where well-meaning writers still frequently default to Hollywood shorthand. It works for fiction and memoir alike, and can be adapted for poetry by describing the subject matter of the poem rather than pasting a character description.
Prompts for Revision Workflow and Structural Sensitivity
Sensitivity in representation is not only a line-by-line problem. Sometimes the issue is architectural. A novel where every character of color appears in a service role - waiter, clerk, sidekick - has a structural problem that no amount of careful dialogue will fix. A memoir that centers the writer's growth through grief at the expense of the grieving people around them has made a choice, consciously or not. These bigger-picture questions are harder to see from inside the writing, and AI can be genuinely useful here as a structural reader that does not get tired and does not have a stake in your feelings.
The prompts in this section work at the level of the full manuscript or a substantial chunk of it - multiple chapters, a complete story, a book-length memoir outline. For poets working on a collection rather than a single poem, adapt the "scene" language to "poem" or "section" and the "character" language to "speaker" or "subject." The goal is to surface patterns you have stopped seeing because you have been living inside the work too long.
For fiction writers, the synopsis prompt below is particularly valuable before querying - agents and editors who do sensitivity reading will often catch structural issues at the pitch level, and it is better to find them yourself first. Memoirists can use it to examine how much space different people in their life occupy in the narrative versus the emotional weight they carry in the real story. The structural prompts are also honest about what AI cannot do: they are designed to produce questions and patterns, not verdicts. Your job is to decide what those patterns mean and what, if anything, you want to do about them.
Use this prompt when you have a complete or near-complete synopsis and you want to examine whether the representation in your cast is distributed in ways that might signal tokenism or structural sidelining - before a human reader catches it in submission.
Use this prompt at the revision stage when you want to examine a complete scene for the cumulative weight of small choices - word selection, camera angle, whose pain gets described in detail and whose gets summarized - that individually seem neutral but together create a pattern.
After you have run any of these prompts, the next step is yours - not the AI's. Take the questions it surfaces and sit with them. Talk to readers from the communities you are writing about. Read the books that have done this well in your genre. A prompt can open a door, but the work of walking through it belongs to you, and that is exactly as it should be.
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