RAG maintenance checklist for production AI apps
A practical checklist for keeping RAG sources, chunks, retrieval tests, repairs, and agent handoffs healthy after launch.
Read guideResources
RAG maintenance answers for builders.
Short, practical guides for the questions people ask when their RAG assistant moves from prototype to production: what to monitor, what breaks, which tests to run, and how to send repairs to an agent or webhook.
Popular RAG use cases that need maintenance after launch
The most common RAG use cases for small teams, and what breaks when their source content gets stale.
Read guideRAG evaluation questions for support, docs, and internal bots
Question templates small teams can use to test whether important RAG answers still retrieve the right context.
Read guideHow to connect RAG maintenance to an agent or webhook
A simple model for sending RAG repair events to an agent, webhook, email inbox, or future chat adapter.
Read guideUse-case coverage
Popular RAG systems ChunkFunk should watch first
These are the visitor-relevant RAG use cases the landing page now targets. Each one maps to a different source-rot pattern and repair workflow.
Customer support RAGWhy did the support bot answer with an outdated refund policy?Developer docs RAGCan the docs bot still answer the latest SDK setup question?Internal knowledge RAGIs the assistant quoting the current onboarding or security policy?Sales and GTM RAGDoes the sales bot still know the current pricing, packaging, and objections?Code and repo RAGCan the coding agent find the right API contract after the last refactor?Ecommerce and product RAGWhy is the assistant recommending a discontinued product or old shipping rule?