Humanizer
What It Does
The Humanizer Agent takes any article — whether raw AI output, archived content, or sourced material — and rewrites it so it reads like genuine, human-authored prose.
It applies natural rhythm, varied sentence patterns, subtle imperfections, and tonal realism while preserving the original structure, facts, and voice. The result is content that’s clean, believable, and editorially polished — perfect for beating AI detection tools without losing accuracy.
When to Use It
Perfect for:
- Humanizing AI-generated drafts before publication
- Rewriting older content to match updated brand tone
- Reducing AI detection scores without losing structure or meaning
- Preparing sourced articles for editorial review
Use it when:
- Your draft feels “too AI” or overly mechanical
- You want to keep all the facts but change the way they’re told
- You need a consistent voice across multiple writers or sources
When Not to Use It
Avoid using this Agent:
- If you need new research or fact changes (it only rewrites, not re-reports)
- To generate net-new content — use Blog Post / Article Generator instead
- When you want major restructuring or summarizing (it preserves the original flow)
Inputs and Configuration
Basic Configuration
| Field | Required? | Description |
|---|---|---|
| Input Source | ✅ | A valid URL, Data Stream, full article, or custom text. This is the content being rewritten. |
Additional Configuration
| Field | Required? | Description |
|---|---|---|
| Brand Guidelines | Optional | Editorial rules, tone preferences, or house style to follow. Defaults to “Default Texts inside fields” if blank. |
| Brand Voice | Optional | Select a predefined persona to match tone and vocabulary. |
| LLM Model | ✅ | Choose the AI model for rewriting (default = Claude 3.7). |
Best Reasons & Examples for Each Input Type
Free Text (Custom Text with at least 50 words)
- Best Reason: When you’ve written a draft or pasted AI output and want it to feel human without losing detail.
- Best For: Quick-turn rewrites of campaign drafts, product pages, or creative concepts.
- Example: Input: “Our platform uses AI to help small businesses…” → Output: A naturally flowing rewrite with varied sentence lengths, light idioms, and a balanced editorial tone.
My Data Streams (Curated live content feed)
- Best Reason: To rewrite sourced articles from ongoing feeds so they’re brand-voiced and human-readable.
- Best For: Newsrooms or blogs that adapt external content to match in-house style.
- Example: Input: Article from a Data Stream about a new climate bill. → Output: A brand-toned rewrite with journalistic realism and varied quote styles.
Source URL (Any valid, publicly accessible link)
- Best Reason: To adapt a specific article from another source into a rewritten piece aligned with your tone.
- Best For: Syndicated content, licensed articles, or press releases you want to reframe.
- Example: Input: Government press release on cybersecurity. → Output: A crisp, readable rewrite with subtle structural variation and natural phrasing.
My Articles (An existing article from your Ongage workspace)
- Best Reason: When you want to re-run your own published or drafted content through humanization to improve flow and tone.
- Best For: Updating evergreen posts or lowering AI detection on archive pieces.
- Example: Input: Your own blog post on “Trends in Home Fitness Equipment.” → Output: Same structure and facts, but smoother, more human voice and pacing.
Mandatory Humanization Techniques
The Humanizer Agent applies the following editorial techniques to every rewrite, unless clearly inappropriate for the tone:
| Category | Techniques Applied |
|---|---|
| Sentence Pattern Variation | - Mix short (4–8 word) and long (25+ word) sentences - Add 2–3 natural sentence fragments - Use 1 mild comma splice or run-on - Include 2 slightly awkward but acceptable structures - End at least one paragraph with a clipped sentence - Add one low-stakes number (e.g., “about 12 pages”) |
| Journalistic Realism | - Insert one temporal marker (e.g., “earlier this week”) - Add one procedural or document reference (e.g., “according to committee rules”) - Include one soft qualifier (e.g., “appears to indicate”) - Add one institutional aside in parentheses - Reference institutional sources (e.g., “agency reports”) |
| Language & Attribution | - Vary attribution verbs (“said,” “explained,” “noted”) - Use 1–2 subtle tense shifts - Lightly use contractions (~20–30%) - Avoid slang |
| Lexical Realism | - Add 1–2 filler transitions (“Still,” “Even so”) - Use one metaphor or soft image phrase - Include an idiomatic softener (“not without risk”) |
| Optional Structural Texture | - Start a paragraph with “But,” “And,” or “Yet” - Insert one slightly awkward transition - Use one reversed word order sentence - Add a soft redundancy (“both specific and detailed”) - Include a tangential institutional detail - Add a single-line paragraph fragment |
| Quote Presentation Variety | - Alternate between standard, lead-in, split, partial, and fragmented formats - Keep one quote per paragraph - Preserve meaning but allow minor style adjustments |
Output Format
The Humanizer Agent returns a fully rewritten version of your source material that:
- Keeps the section order and narrative arc intact
- Maintains all facts, quotes, and figures
- Uses the above Mandatory Humanization Techniques to produce natural, believable editorial flow
Quote & Fact Rules
- No fabricating, removing, or altering facts
- Quotes remain intact but may be rephrased for style while preserving meaning
- All original attributions are retained
Tips & Tricks
- For best AI detection reduction, use full-length articles rather than short excerpts
- If using Brand Voice, let it guide word choice and rhythm
- Make Brand Guidelines specific for stronger alignment
- Combine with Data Streams for fast, consistent rewrites at scale
Example Use Case
Input Source: AI-generated draft of “The State of Remote Work in 2025”
Settings:
- Brand Voice: “Grant Matthews”
✅ Output: Same structure and facts, but with sentence variety, institutional details, and subtle idioms — reading like an experienced journalist’s work.
FAQs
Q: Can this Agent change the structure of my article?
A: No — it preserves the original order and sectioning.
Q: Will it lower my AI detection score?
A: Yes — that’s one of its main purposes, but results vary by detection tool.
Q: Can I use it on licensed or external content?
A: Yes, as long as you have the right to adapt that material.