How We Create Our Content
Last updated: November 2025
Our Mission
At ChatRAG, we're dedicated to helping developers and entrepreneurs build powerful AI chatbot solutions. Our content aims to demystify Retrieval-Augmented Generation (RAG) technology, provide practical implementation guides, and showcase real-world applications across industries.
We believe that accurate, well-researched technical content is essential for the developer community. That's why we've developed a rigorous content creation process that combines human expertise with AI-assisted research and drafting.
Our Editorial Team
Carlos Marcial
Founder & Technical Writer, ChatRAG
Carlos is the founder of ChatRAG and serves as the primary writer and editor, bringing expertise in AI/ML systems, developer tools, and RAG architectures. He reviews all content for technical accuracy, clarity, and tone before publication.
View author profile →AI Research Assistance
Perplexity, Claude, and GPT-4
We leverage AI tools for initial research, drafting assistance, and fact-checking. These tools help us gather current information, identify trends, and ensure comprehensive coverage of technical topics.
Our Content Creation Process
Topic Research & Planning
We identify topics based on developer needs, industry trends, and gaps in existing RAG documentation.
AI-Assisted Research
We use AI tools to gather current information, academic papers, and industry best practices.
Draft Generation
AI assists in creating initial drafts based on research findings and our content guidelines.
Human Expert Review
Our technical writer reviews all content for accuracy, completeness, and alignment with our quality standards.
Technical Verification
Code examples are tested, claims are verified against primary sources, and statistics are fact-checked.
Editorial Polish
Content is refined for clarity, readability, and consistency with the ChatRAG voice and style.
Publication & Monitoring
Published content is monitored for reader feedback, and updates are made as technology evolves.
Evidence & Quality Standards
- ✓Technical claims are supported by documentation, research papers, or verified implementations
- ✓Code examples are tested in real development environments
- ✓Industry trends are sourced from reputable publications and official announcements
- ✓Best practices align with official documentation and community consensus
- ✓Content is regularly reviewed and updated to reflect current best practices
AI Disclosure
We believe in transparency about our content creation process. ChatRAG uses AI tools as part of our editorial workflow—not as a replacement for human judgment, but as a powerful research and drafting assistant.
AI helps us:
- Research and synthesize information from multiple sources
- Generate initial drafts that our editors refine
- Identify relevant technical details and edge cases
- Ensure comprehensive coverage of complex topics
All content is reviewed, verified, and approved by our human editorial team before publication. We take responsibility for the accuracy and quality of everything we publish.
Editorial Independence
ChatRAG maintains full editorial independence. Our content is created to serve our readers—developers, entrepreneurs, and technical professionals building AI solutions.
- •We do not accept paid placements or sponsored content without clear disclosure
- •Product mentions are based on merit and relevance to our audience
- •Our recommendations reflect genuine assessment, not commercial relationships
Contact Us
Have questions about our content or want to suggest a topic? We'd love to hear from you.
Contact: hello@chatrag.ai