Should I choose by output style alone?

No. Meaning retention and factual accuracy are critical.

What is a good test set?

Use your own domain text with varying tone and complexity.

A practical evaluation framework for choosing AI humanizer tools that improve quality and preserve intent.

The best humanizer is the one that preserves meaning while improving flow, specificity, and voice.

Compare tools on clarity gain, factual stability, and edit transparency.