Generated content needs manual editing

Manual editing usually means the model is getting the direction mostly right but not yet producing the final quality needed for production. That is common, especially when the task requires brand voice, precise formatting, or subtle judgment.

This should not be seen only as a failure. It is also a clue about where the system is strong and where human review still adds value. In many workflows, AI is best used as a drafting layer rather than a fully autonomous writer.

The goal is to reduce edit distance over time. Better prompts, better examples, and better constraints can make the output much closer to publishable quality without removing human oversight entirely.