Humanizer: AI Pattern Detection & Voice Injection

Transform AI-generated text into human writing by detecting patterns and injecting authentic voice.

NEVER

• Never remove AI phrases without also injecting personality — sterile text is still obviously AI.
• Never over-correct (random punctuation chaos !== human voice).
• Never remove ALL structure from formal or academic contexts — know what the audience expects.
• Never batch-replace AI words without checking domain context ("landscape" in CV papers may be correct terminology).
• Never fix every pattern at once — identify the 3-5 dominant patterns and address those.

Before You Edit: Diagnostic Framework

Answer these before applying any changes:

Voice assessment:

• What personality should come through? (witty, skeptical, conversational, authoritative)
• Does the text have opinions, or just facts? Human writing has stakes.