field notes · for creators

why chatgpt sounds generic for creators.

elisabeth hitz · june 27, 2026 · 5 min read

something that keeps showing up in DMs: "i tried chatgpt but it just sounds generic."

of course it does. you gave it nothing to work with. no voice samples. no audience context. no brand rules. nothing. it defaulted to the statistical average of the internet. that is not a failure. that is exactly what it is designed to do when input is empty.

the fix is not a better prompt

the fix is preparation. build a brain doc with:

  1. who you are and what you sell
  2. 3-5 paragraphs of your real writing (captions, emails, scripts)
  3. audience phrases they actually use
  4. pricing floors and offer boundaries
  5. hard nos (words you never use, claims you never make)

load that doc at the start of every session. quality of output tracks quality of your feedback loop. most people accept the first draft. that is why content feels mediocre. see also how to steer AI so instructions stick.

free tool: build it in four taps

AI Brain Builder generates the doc interactively. paste into Claude Projects or a custom GPT once. every conversation after starts smart.

stop rewriting generic drafts

brain doc free. deeper install: build it once ($47) or AI Builder Toolkit ($147) with 27 skill files.

build brain doc free

steerability and context placement: Anthropic AI fluency materials. brain doc workflow: The Closer Method /brain-builder.