For a mix of writers, students and editors, I’d start with the Quillbot ai detector for its three-way breakdown and sentence highlights, and keep GPTZero or Copyleaks as a second opinion. Publishers auditing freelance work may prefer Originality.ai’s stricter settings. Teachers already on Turnitin should read its indicator alongside draft history and a conversation.