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Articles about RAG

Content related to RAG and its impact on processes, systems and technical decisions.

Office operations environment with screens and work materials illustrating an internal knowledge system without readable text.

Applied AI Aug 10, 2026 7 min

RAG for internal knowledge: the project fails not because of AI, but because it searches badly

A useful RAG starts with governance, source selection and failure modes, not with the model. The real question is what internal knowledge should be retrievable and under which rules.

RAG
internal knowledge
applied AI
automation
operations

Digital operations room with abstract dashboards and data flows representing controlled access to internal knowledge.

Applied AI Jul 9, 2026 7 min

RAG for internal knowledge: when it really helps and when it only adds complexity

A RAG does not fix a messy document base. It works when the real problem is finding and citing internal knowledge with control, traceability and clear boundaries.

RAG
Applied AI
internal knowledge
data governance
automation
operations