Editorial Methodology

How articles are created

Every article on Foodie Fixes starts with a real question asked by a real cook on Reddit. We monitor cooking communities including r/AskCulinary, r/Cooking, r/Breadit, and r/seriouseats for high-quality discussions — threads with substantial community engagement and expert responses.

We then use an AI-assisted pipeline to synthesize the community knowledge into a structured, searchable article. Here is how that works:

1. Source selection: Posts are selected based on comment count, score, and community engagement. Low-quality threads, off-topic questions, and meta posts are filtered out automatically.
2. Draft synthesis: An AI model (Claude by Anthropic) reads the top-scored community answers and synthesizes a structured article. The draft is grounded in the actual community discussion — the AI does not invent facts.
3. Editorial enhancement: A second AI pass applies editorial rules: replacing vague language with specific measurements and temperatures from the source discussion, surfacing genuine disagreements as a "Where cooks disagree" section, and adding a Quick Reference block with key numbers.
4. Safety validation: A third AI pass checks for dangerous advice — unsafe temperatures, cross-contamination risks, allergen omissions, or contradictions with FDA/USDA guidelines. Articles with critical safety issues are held for human review and not published.
5. Reference material: Articles are supplemented with authoritative reference material — USDA food safety guidelines, FDA regulations, and food science fundamentals — to provide context that may not appear in community discussion.

What AI does and does not do

The AI synthesizes, structures, and validates — it does not invent. Every factual claim in a published article is grounded in either the source community discussion or our reference corpus. Where community members disagree, we present both perspectives rather than picking a winner.

We do not attempt to disguise AI involvement. Google's guidance on AI content is clear: AI-generated content is not penalized; low-value content at scale is. Our goal is to produce articles worth reading, not to produce volume.

Source attribution

Every article includes a link to the original Reddit discussion. The community members who wrote the answers that informed the article deserve credit — their expertise and experience is the foundation of everything published here.

Corrections and feedback

If you find an error — especially a food safety error — please report it via the original Reddit thread. We monitor published articles and can update or retract content that contains dangerous advice.