LLM as a Council - Test Multiple Models to Get Best Output

CREATED BY

MR

1 Template

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LAST UPDATED

November 23, 2025

INTEGRATIONS USED

DESCRIPTION

LLM as a Council

Route your question through multiple models at once with an LLM as a judge function to pick the best one. Inspired by Karpathy's X Post.

When to Use

  • Most helpful when deciding what model to use for specific task.

Integrations

  • Chat interface to Ask AI nodes

Output

  • Rates each reply and picks best one.

Additional builds: you can replace the interface node with an import data step to run evals on a whole CSV, or a slack / email reader, if you want the reply to meet you in a messaging interface.

HOW DO YOU SET THIS UP?

1.

Check the 4 models selected.

You can update the Ask AI nodes to other foundation model options. You can also add more if you want.

2.

Finalize the eval

This template uses LLM as a judge in a simple 1-10 response knowing the question and all of the replies. If you want to customize the criteria further for your use case you can update the prompt.

Hand-picked by the Gumloop team

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