What is RAG (Retrieval-Augmented Generation)?

RAG combines retrieval of relevant information from knowledge bases with generative AI to provide accurate, contextual responses. It enables AI systems to access up-to-date information beyond their training data.

How much does custom AI chatbot development cost?

Custom AI chatbot development costs vary based on complexity, features, and integration requirements. Basic chatbots start from $5,000, while enterprise-grade RAG systems range from $15,000-$50,000+.

LangChain vs LlamaIndex: Which is better?

LangChain excels at complex workflows and agent chains, while LlamaIndex specializes in data indexing and retrieval. Choose LangChain for multi-step processes, LlamaIndex for document-heavy applications.

What are the benefits of Multimodal RAG?

Multimodal RAG processes text, images, and documents together, enabling comprehensive understanding of mixed-media content. It's ideal for technical documentation, medical records, and visual data analysis.

AI Systems Insights

Field notes on RAG, agents, and production AI. Real-world implementations and clear thinking.

Featured Insights

Featured

Weight-Based Hybrid RAG: Optimize Multi-Source Retrieval with LangChain (2025 Guide)

Master weight-based hybrid RAG for optimized multi-source retrieval. Learn how to combine dense embeddings, BM25, and reranking using LangChain and LlamaIndex. Build custom AI solutions with the best RAG frameworks in 2025.

8 min read 2025-06-01

Featured

Hybrid Search with RRF: Best RAG Framework Technique for 2025 (LangChain & Pinecone)

Master Reciprocal Rank Fusion (RRF) for hybrid search RAG systems. Learn how to combine semantic and keyword search using LangChain, LlamaIndex, and Pinecone. The best RAG framework technique for custom AI solutions in 2025.

8 min read 2025-06-01

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Hybrid RAG

2025-06-01 8 min

Weight-Based Hybrid RAG: Optimize Multi-Source Retrieval with LangChain (2025 Guide)

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Hybrid Search

2025-06-01 8 min

Hybrid Search with RRF: Best RAG Framework Technique for 2025 (LangChain & Pinecone)

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