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Useful AI copy starts with specific constraints

The best way to make a draft less generic is to make the assignment less generic.

Updated August 2, 20265 minute readSpecific inputs improve reviewability even when the first draft still needs editing.

“On brand” is not a complete instruction

A generator cannot infer the decision your team has not made. The audience, source, allowed promise and next action matter more than a long list of tone adjectives.

Constraints make disagreement useful

When a draft breaks a named rule, reviewers can discuss the rule or the draft. Without one, feedback becomes a collection of preferences.

  • Name the source material.
  • State what must remain true.
  • Define the destination and format.
  • Identify claims that need human evidence.

Generation is the beginning of the review

A draft can accelerate the blank page without earning automatic approval. The useful workflow keeps source, output, warnings and the final human decision connected.