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    5. RouteLLM
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    Added 7/1/2026

    RouteLLM

    Open-source framework for cost-aware LLM routing

    RouteLLM is profiled here as a Prompt Engineering tool for engineering teams. Read about features, pricing, and how it compares to related options in the tools directory.

    Prompt EngineeringLLMBackendEvaluationModel RoutingOpen Source
    Visit WebsiteGitHub

    Description

    RouteLLM is an open-source framework from LMSYS for routing requests between a stronger, costlier model and a cheaper, weaker one based on the difficulty of each query. Trained on preference data from Chatbot Arena, its routers predict when a request needs the stronger model and send everything else to the cheaper one, which the team showed can cut cost substantially while holding most of the quality. RouteLLM provides an OpenAI-compatible server so it drops into an existing client, and it ships routers and datasets for teams to evaluate and extend.

    Key Capabilities:

    • Routers that send each query to a strong or weak model by difficulty

    • Preference-data training that learns routing from human comparisons

    • An OpenAI-compatible server for dropping routing into existing clients

    • Multiple router types including matrix factorization and classifiers

    • Generalization that lets trained routers work across model pairs

    • An evaluation framework for benchmarking routers on public datasets

    Alternative tools

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    • CrewAI

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    • Dify

      Open-source AI workflow platform with 131,000 GitHub stars and its own orchestration runtime.

    • Flowise

      Visual drag-and-drop builder for LLM workflows, agents, and RAG pipelines — now part of Workday.

    Used in Stacks

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