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Overview

The Content Humanizer block rewrites content in a natural, conversational style. Use it to transform AI-generated drafts, formal writing, or technical content into engaging, human-to-human communication. The block uses GPT-5 to apply expert SEO content writing techniques while maintaining your original facts and structure.

What It Does

The Content Humanizer transforms content by:
  • Adding personality: Weaves in personal stories, anecdotes, and observations
  • Making it conversational: Uses “you,” “we,” “I” to speak directly to readers
  • Removing jargon: Cuts buzzwords like “leverage,” “synergies,” and corporate speak
  • Varying sentence structure: Mixes short, punchy sentences with longer, natural ones
  • Humanizing bullet points: Converts lists into flowing conversation
  • Preserving structure: Keeps your H1, H2, H3 headings while rewording them naturally
  • Creating flow: Connects sections so content feels cohesive

Configuration

Content (Required)

The text content you want to humanize. Example:
Time Limits: Each qualification call needs 10-30 minutes.
Reps can only qualify 20-30 leads daily, creating a capacity ceiling.

Inconsistent Standards: Different reps apply criteria differently,
leading to varied lead quality.
Becomes:
Time Limits
You know how it goes. Even the best reps can only do so much in a day.
Each qualification call takes ten to thirty minutes of real focus.
That means 20 to 30 leads, max. After that, the calendar runs out of room.

Inconsistent Standards
Every rep has their own version of what "qualified" means. One rep hears
enthusiasm and marks it hot. Another hears hesitation and drops it cold.
You can reference placeholders from previous steps: {{step_1.output}} Input Types:
  • AI-generated content that feels robotic
  • Formal blog posts or articles
  • Technical documentation needing a friendlier tone
  • Corporate communications
  • Marketing copy that sounds too salesy

Error Handling

Define what happens if the Content Humanizer block fails. Options:
  1. Terminate Workflow: Stop execution immediately
  2. Continue Execution: Proceed to next step despite error
Select based on whether subsequent steps require the humanized content.

How It Works

The block uses GPT-5 with a specialized prompt that:
  1. Maintains facts: Keeps your original information accurate
  2. Adds examples: Inserts relevant anecdotes and observations
  3. Changes tone: Shifts from formal to conversational
  4. Varies rhythm: Creates natural sentence flow
  5. Removes filler: Cuts unnecessary adverbs and adjectives
  6. Connects ideas: Builds bridges between sections
Model: GPT-5 Temperature: 1.0 (high creativity for natural variation) Max Length: 4000 tokens

Best Practices

  • Use this block after AI content generation for more natural output
  • Works best with structured content that has clear sections
  • Preserve headings in your input - the block will reword them naturally
  • Feed in complete sections rather than fragments for better flow
  • Ideal for blog posts, articles, and long-form content
  • Combine with LLM block: generate outline → write content → humanize
  • Review output for brand voice alignment
  • Use for SEO content that needs to engage readers
  • Apply to repurpose technical content for broader audiences
  • Works well with content between 500-3000 words

Common Use Cases

Use CaseInput TypeResult
Blog post refinementAI-generated draftNatural, engaging article with personality
SEO content creationFormal keyword-heavy contentReader-friendly content that ranks and converts
Technical documentationDeveloper-focused writingAccessible guides for general audiences
Marketing copyCorporate, salesy languageAuthentic, relatable messaging
Social media contentStiff announcementsConversational updates and posts
Email campaignsTemplate-based emailsPersonal, human messages
Product descriptionsFeature lists and specsStory-driven descriptions with benefits
Landing page copyGeneric marketing speakCompelling, specific copy that connects

Before and After Example

Before (AI-generated)

Our platform leverages cutting-edge technology to optimize your workflow
efficiency. By utilizing advanced algorithms and machine learning capabilities,
we deliver unparalleled performance and seamless integration across your
entire tech stack.

After (Humanized)

Look, we built this platform to actually solve the workflow mess most teams
deal with. It uses smart tech—the kind that learns as you work—to make
things faster without adding more steps. Works with the tools you already
use, no drama.

What It Preserves

The Content Humanizer maintains:
  • Factual accuracy: Your data, statistics, and claims stay intact
  • Heading structure: H1, H2, H3 tags remain (but get reworded)
  • Main points: Core arguments and messages stay the same
  • Content length: Output is similar length to input
  • Logical flow: Section order and organization remain

What It Changes

The block transforms:
  • Tone: From formal/corporate to conversational/personal
  • Sentence structure: From uniform to varied and natural
  • Word choice: From jargon to plain language
  • Perspective: From third-person to first/second person
  • Examples: Adds anecdotes and observations
  • Transitions: Creates smoother connections between ideas

Tips for Best Results

  • Start with structure: Content with clear sections works best
  • Include context: Give enough detail for the model to add relevant examples
  • Maintain headings: Keep H1/H2/H3 tags so structure is preserved
  • Check brand voice: Review output to ensure it matches your style
  • Iterate if needed: Run output through block again if first pass is too formal
  • Combine steps: Use LLM block to generate, then humanize for polish
  • Length matters: Works best with 200-3000 word content pieces

What’s Next

Now that you understand the Content Humanizer block: