LangChain 2023 State of AI Report
Key point
LangChain analyzed LangSmith data to reveal 2023 trends in LLM application development and testing.
Details
2023 was a year when interest in generative AI exploded following ChatGPT, with companies contemplating strategies for adopting LLMs into their products. LangChain analyzed anonymized metadata from its cloud platform LangSmith to shed light on how teams actually build and test LLMs.
The data is based on usage from July 2, 2023 to December 11, 2023. According to the analysis, Retrieval emerged as the dominant method for combining LLMs with data. LangChain integrates with over 60 vector stores, making it the most common way to index unstructured data.
Additionally, LangSmith is easily usable outside the LangChain ecosystem, with about 15% of total usage coming from users who don't use LangChain. This shows that teams using other frameworks or stacks besides LangChain are also leveraging LangSmith's tracing and evaluation features.
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