blog-factuality-review

To fact-check blog drafts before publishing, you review the content to flag incorrect, overstated, or outdated claims, ensuring material statements are backed by evidence. This process verifies citation integrity and editorial readiness against your blog-writing-guide rubric.

MDX frontmatter validation is the process of verifying that required fields, schema constraints, and asset paths match your repository's Contentlayer or MDX conventions. It ensures your blog content contracts are structurally sound before release.

To audit citations and prevent fabricated references in MDX files, you review each citation to ensure it actually supports the sentence it is attached to. This verifies citation integrity and prevents unsupported claims from reaching readers.

Blog factuality review works with repo-backed drafts, PR diffs, or pasted content. It applies evidence-based claim verification and editorial quality checks to ensure factual accuracy and publication readiness regardless of the input method.

The best way to enforce evidence-backed claims in technical blog posts is to apply a factuality-first standard that flags missing sources for material claims. This editorial readiness assessment ensures clarity and proper caveats without hype.