New strategies combining semantic retrieval, strict prompt engineering, and context guardrails significantly reduce AI chatbot hallucination and clarification rates by ~30%, though latency and cost trade-offs exist. Implementation insights reveal critical success factors and persistent challenges in multi-hop reasoning and document parsing.