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Is "RAG Is Dead" Really True? Decision Criteria for Internal Knowledge AI
May 7, 2026AI Trends

Is "RAG Is Dead" Really True? Decision Criteria for Internal Knowledge AI

With long-context LLMs on the rise, many claim "RAG is no longer needed." We sort out the cases where it genuinely isn't, and the cases where RAG is still essential, using six decision axes for choosing an internal knowledge AI.

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Knowledge Base6RAG5AI Adoption5Knowledge Silos4AI Search3AI Automation2Internal Documents2Claude2Customer Support2Chat Widget2Industry-Specific2Operational Efficiency2LINE Integration2Frontline Staff2Semantic Search2Comparison2Long-Context LLM1AI Selection1Skill Mode1Hallucination1HR1Labor Relations1Employee Handbook1HR Chatbot1Long Context1AI Design1MCP1Gemini1Codex1Dify1API Integration1FAQ1Post-deployment1Operations1Adoption1PDCA1Business Case1IT Management1SaaS Selection1Security1Procurement1Professional Services1Law Firms1Tax Accountants1Knowledge Management1Internal Manuals1Employee Onboarding1New Hire Training1OJT1Restaurants1Food Safety1Internal Knowledge1DX1Tacit Knowledge1Knowledge Transfer1Turnover Risk1Pricing1Unlimited Users1SaaS1Company-Wide Rollout1Cost1AI Chatbot1Website1Automation1Industry Use Cases1Mobile1AI Tools1ChatGPT1NotebookLM1Notion AI1Internal FAQ1Tool Selection1Knowledge Sharing1