How-to · INF · INF.1

Redaction patterns that keep prompts useful

Consistent placeholders (Client A, Project Blue, [AMOUNT]) preserve AI usefulness while stripping identifying data.

Take one real work sentence with sensitive details. Rewrite it using placeholders (Client A, Project Blue, [AMOUNT]). Paste the redacted version into any chat tool and ask for help. You're done when the answer is just as useful as the unredacted version would have been.

Worked example

Redaction isn't deleting the story; it's recasting it. 'Client A', 'Project Blue', '[DATE]', '[AMOUNT]' keep the structure the model needs while dropping what shouldn't leave the building. Swap the real names back in after the draft comes home.

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Redaction patterns that keep prompts useful · ConeheadAI How-to | ConeheadAI