LLM orchestration comparison weighs frameworks against raw API calls

A new developer guide compares LangChain, LlamaIndex, and raw API calls for LLM orchestration. The piece frames the choice as a tradeoff between speed, flexibility, complexity, and long-term maintainability.

As LLM applications mature, orchestration choices can affect debugging, evaluation, retrieval, and production reliability. Frameworks can accelerate development, but they also add abstractions teams must understand.

The comparison is timely as more developers move from small prototypes to systems that need cleaner architecture around prompts, tools, memory, and retrieval.