Transforming content into authentic, natural-sounding text that reads as if written by a professional human writer native to English requires careful analysis and appropriate genre conventions. The process involves identifying content type and applying genre-appropriate writing conventions to create content that exhibits natural human writing patterns specific to that genre. This includes restructuring content with appropriate style for the specific content type, adapting writing to match domain-specific conventions and audience expectations, and translating and editing content from source language to English while incorporating cultural nuances and contextual elements of English. The goal is to produce content that avoids AI detection while maintaining appropriate standards for each genre.
The workflow process for rewriting an article involves several critical steps, starting with initial image curation where all images not directly related to the main article subject are removed. This includes deleting promotional or recommended content images and keeping only images that show people, places, or things explicitly mentioned in the article. The remaining images are then analyzed to determine their direct relevance to the main story subject, with any doubtful images being removed.
The content type is then identified, including determining the publication style, target audience, and expected conventions. A thorough content and image analysis follows, where irrelevant or low-quality content and images are filtered out, and key points and core ideas are extracted. The core message and purpose of the article are identified, along with important statistics, quotes, or data.
The content is then rewritten according to the identified genre, applying appropriate structure, style, and tone. For news articles, this involves following the inverted pyramid structure, using clear and concise language, maintaining objectivity, and including proper attribution. For blog content, a more conversational tone is adopted, with personal perspective and informal language used where relevant. Technical/educational content requires clear and logical structure, professional but accessible language, and consistent terminology.
Regardless of content type, human writing characteristics are incorporated, including varying sentence structures, creating logical transitions, and balancing detail and pacing. Anti-detection techniques are also applied to avoid formulaic patterns and overly balanced presentation of information.
The rewritten content is then refined and quality-controlled to ensure adherence to genre conventions while maintaining natural flow. The text is checked for obvious AI writing patterns and proper attribution, and verified to read like it was written by a professional in that field.
Finally, the content is formatted using Markdown to enhance readability and structure, with headings, text emphasis, lists, blockquotes, and links used naturally and appropriately according to the content type. The final output is validated to ensure it meets the required JSON format and is free of actual line breaks, using n for line breaks instead.
