E3D Pilot

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Beyond engineering

Any decision where reasonable people disagree.

Hiring, pricing, policy and plans have the same shape as an architecture choice: several defensible answers and no single right one.

Where a second opinion helps

  • People decisions

    Whether to promote from within or hire from outside, how to structure a role, or how to handle a hard conversation.

  • Pricing and plans

    Whether to raise a price, for whom, and what would change your mind.

  • Policy and public questions

    Questions where the evidence is mixed and different models weigh it differently.

  • Everyday choices

    Anything you would normally ask three friends and then compare their answers.

Real debates on these questions

Each one is a real run, shown in full on its own page.

  • Promote your best account manager, or hire an outside manager?

    All four said promote her, with training and a trial period. No disagreement.

    Read the debate

  • Raise the price for everyone, for new customers only, or add a tier?

    Three models said raise it for new customers only. Grok said leave it and add a higher tier.

    Read the debate

  • Should a high school ban phones all day or only in lessons?

    Three models chose an all-day ban. OpenAI chose lessons only. The evidence the models found was mixed.

    Read the debate

A conversation in Claude

This one started as a question about music, asked in Claude. It shows what the disagreement looks like when the question has no single answer.

The question

Which band is heavier, TOOL or Metallica?

  1. Claude

    Metallica, for heaviness in sound.

  2. GPT-4.1

    Metallica, for heaviness in sound.

  3. Gemini

    TOOL, for heaviness in sound.

  4. Grok

    TOOL, for heaviness in sound.

Your assistant

Three of the four said TOOL is emotionally heavier.

What came back

A 2-2 tie on sound. Calling it a majority would have been generous.

Disagreement kept The tie followed how "heavy" is defined.

A summary of a real debate. The full conversation is here.

When not to use it

  1. Simple lookups

    If a search engine can answer it, it does not need a debate.

  2. Questions with one right answer

    Several models agreeing on a fact does not make it true. Check what matters.

  3. Decisions that need a professional

    Pilot is not medical, legal, tax or financial advice. Use it to prepare better questions for the person who is.

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Get a second opinion on your next decision.

Ask your own AI to get answers from several models, with the disagreement shown. You decide what to do with it.

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