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Building an LLM Council

Put your questions to a council of different AI models.

8 labsabout 2 hUpdated Aug 2026

What you'll build

Run a council of models that answer, rank blind, and synthesize
Compare model rosters on the same question
Pressure-test a startup pitch and edit writing with the council
Ship a decision memo and a shareable HTML report

Curriculum

8 labs, about 2 h

  1. 1

    Meet the Council

    Start your first council run and watch three models answer, rank, and synthesize.

    14 min

    Pro
  2. 2

    Read the Responses

    Compare the independent answers and pull out the real disagreements.

    10 min

    Pro
  3. 3

    Inspect the Ranking

    See how blind ranking works and reveal which model wrote each answer.

    10 min

    Pro
  4. 4

    Choose a Roster

    Rerun the same question with the fast preset and compare the two councils.

    15 min

    Pro
  5. 5

    Judge a Product Idea

    Use the council as an advisory board to score and pressure-test a startup pitch.

    15 min

    Pro
  6. 6

    Review a Piece of Writing

    Turn the council into an editorial panel and produce an ordered edit plan.

    15 min

    Pro
  7. 7

    Drive a Decision

    Get a decision memo with a recommendation, a comparison, and the minority view.

    15 min

    Pro
  8. 8

    Ship Your Council

    Run the council on your own question and ship a shareable HTML report.

    18 min

    Pro

Your instructor

ES

Elvis Saravia

Founder, DAIR.AI

Elvis founded DAIR.AI and wrote the Prompt Engineering Guide, one of the most widely used references on working with language models. He has worked at companies like Meta AI and Elastic, and specializes in AI agents, RAG, and harness engineering.

How labs work

Live workspace

You run the real tools in a browser workspace. Nothing to install.

Checkpoints

Each lab checks your files and output, then unlocks the next one.

Your work stays

The workspace persists between labs so you finish with a project.

Questions

$49 / moEvery lab included