How it works
A controlled pipeline from draft to validated result.
THumanizer separates analysis, rewriting, evaluation, refinement, and validation so the model provider can change without changing the public workflow.
1. Analyze the source
The engine identifies the passage's meaning, important information, structure, style, and likely quality issues. User text is treated as source material, not as system instructions.
2. Select a rewrite strategy
A strategy translates the requested writing mode and analysis into bounded rewrite decisions. Different passages may need different levels of intervention.
3. Generate and evaluate
A model produces a candidate that is scored for meaning preservation, information integrity, naturalness, clarity, coherence, grammar, repetition, style match, and over-editing.
4. Refine and validate
Only identified weaknesses are refined. Final validation rejects changes that compromise protected information or the original message.