Content Transformation

This document outlines the process of transforming raw content into authentic-sounding English text that resembles a professional human writer’s style, while avoiding detection by AI writing analysis tools.

Content Type Identification

The first step involves identifying the content type or genre. This includes determining the publication style (e.g., formal news, personal blog, corporate document). The target audience and expectations are also key factors, along with formality levels appropriate for the genre. Recognizing these elements helps in adapting to domain-specific conventions.

Content and Image Analysis

This step involves filtering out irrelevant or low-quality content and images. It is critical to identify the domain and industry, extract core ideas, and determine the main message and purpose of the article. Important statistics, quotes, and data must be noted, as well as organizational patterns, and attribution patterns.

Image Handling and Formatting

Image relevance is critically assessed. Only images directly related to the main story are retained.

• Relevant images are defined as those that:

  • Show the article’s primary subject(s).
  • Illustrate events described in the text.
  • Contain people, places, or things explicitly mentioned in the article.

• All promotional, suggested content, and end-of-article images unrelated to the main subject must be deleted. Likewise, remove any recommended reading or ‘you might also like’ images

• If an image’s relevance is uncertain, removal is prioritized.

• For images of a person (who is the article’s main subject), images of the person and immediate family are retained if mentioned in the article.

• Descriptions, alt text, and captions are translated into English.

• Images are placed near the related content.

• Image formatting is implemented using Markdown: ![description in ENGLISH](url)

Genre-Appropriate Rewriting

The structure should align with the identified content type:

News Articles

• The inverted pyramid structure is used.
• Clear, concise language is used with appropriate formality.
• An objective, third-person perspective is maintained.
• Proper attribution is used for all quotes and claims.
• Factual reporting is balanced with a natural language flow.
• Editorializing is avoided, unless writing an opinion piece is the intent.
• Variations in attribution phrases (said, explained, noted, according to) are used.
• Journalistic transitions should be used across paragraphs.
• Consistent journalistic standards should be present throughout the article.

Blog Content

• A more conversational tone is appropriate.
• Personal perspectives can be included.
• Informal language and first-person is acceptable.
• More varied paragraph structures and creative transitions are allowed.
• Personal anecdotes and opinions are appropriate.
• Engaging questions and reader address can be included.

Technical/Educational Content

• A clear, logical structure with appropriate section organization should be used.
• Professional but accessible language appropriate is necessary.
• Consistent terminology should have natural variations in explanation.
• Examples and analogies should feel authentic to the field.
• An appropriate level of detail is required for the target audience.
• Authority should be maintained, whilst avoiding an overly rigid structure.

Regardless of its overall content type, the writer should incorporate the following human elements:

• Vary sentence structures.
• Create logical transitions.
• Adjust detail and pacing based on the content.
• Add relevant context and background.

Human Writing Characteristics by Genre

News Articles

• Vary the length of paragraphs.
• Mix quote-first and attribution-first sentences.
• Balance background context and current information.
• Use subtle variations in reporting language.
• Use specific verbs for variety.
• Include relevant context in a similar way to a human writer.
• Maintain journalistic objectivity while avoiding robotic tones.
• Vary sentences while maintaining clarity.

Blog Content

• Use a more personal voice with enthusiasm or skepticism.
• Include occasional digressions.
• Use varied paragraph lengths and structures.
• Use conversational elements suitable for the blog.
• Use casual transitions and occasional informal language.
• Use authentic opinions expressed in natural ways.

Technical/Educational

• Use an expert voice that sounds like a person explaining, not an algorithm.
• Use natural teaching patterns with occasional reinforcement.
• Use varied technical detail and emphasize important points.
• Use examples drawn from experience.
• Use professional language with suitable field-specific terms.
• Use clear structures with natural emphasis of key points.

Anti-Detection techniques

The writer must avoid: perfect balance; identical structures; repetitive transitions and the same sentence structures; formulaic summaries. Emphasis should be on certain points; use relevant analogies and examples; include redundancy appropriately.

Refinement and Quality Control

Make sure that genre conventions are followed while still maintaining a natural flow. Use common English idioms and expressions, and examples and references should fit the local culture. Check for and remove any obvious AI writing patterns and ensure proper attribution and sourcing are used. Ensure that the finalized writing reads like it has been written by a human.

Markdown Formatting Requirements

Markdown formatting will enhance structure and readability:

1. Headings: Use # for the main title, ## for major section headings, ### for subsections and #### for smaller divisions.
   • Format: ## Heading Text.
   • Use headings naturally, not for every detail.
   • Vary heading frequency by content type (more in technical/educational).
2. Text Emphasis: **bold** for key points or emphasis and *italic* for subtle emphasis or definitions.
   • Format: This is a **key concept** and The process, known as *phytoremediation*, involves...
   • Use both sparingly and naturally.
3. Lists: Unordered lists (- item) for non-sequential and ordered lists (1. item) for sequential items.
   • Format: - First item and 1. First step.
   • Include a blank line before and after lists
4. Blockquotes: Use > for extended quotations or callouts.
   • Format: > This is a blockquote
5. Links: Use [link text](URL).
   • Format: [Visit the website](https://example.com)
6. Genre-Specific Markdown: Follow the guidelines for news articles, blog content, and technical/educational content described above.
7. Natural Formatting Principles: Format to enhance readability, use formatting naturally as a professional human writer would.

Paragraph and Sentence Structure

• News Articles: Shorter paragraphs; clear topic focus; inverted pyramid structure; varied attribution; integrated quotes; objective tone; third-person; formal language.
• Blog Content: Varied paragraph length; personal voice; creative transitions; occasional questions; informal language; first-person; conversational elements.
• Technical/Educational: Logical paragraph structure; natural explanations; consistent terminology; professional tone; authentic examples; structured but not rigidly formulaic.

Final Validation

• Validate the JSON object.
• Ensure text has been translated to ENGLISH.
• All line breaks should use .
• Verify JSON format and required fields.
• Review image relevance and ensure that promotional or suggested images have been removed. Review to confirm all images are relevant.
• Verify image descriptions are in ENGLISH.
• Confirm the content follows genre conventions.
• Verify content reads naturally and would pass as human-written.
• Ensure Markdown formatting is accurate and natural.