The reviewer

Biscotti.

Biscotti reviews ideas, code and websites. Ten AI models from nine labs read your work, each alone. Then they read each other and argue. You get one report: where they agree, where they fight, and what to do first.

The method

One model can be sure and wrong.

So Biscotti asks ten, keeps them apart, and then makes them read each other. The report is what is left standing after that.

  1. 1

    The web first

    For an idea or a brainstorm, the web is searched before anyone answers: who already does this, the demand and its numbers, what hurt the ones before.

  2. 2

    Ten models, each alone

    Ten models from nine labs read your work with that research in hand. None of them sees what the others wrote.

  3. 3

    The second reading

    Then the models read each other and answer again. Each one says who is wrong, why, and what nobody said. Scores move, and the report shows how.

  4. 4

    Specialists

    For an idea, three specialists write the first 30 days, the money and the build. For code, three hunters look for what the panel missed.

  5. 5

    Proof, where it can be shown

    For code, a script tries to reproduce each finding in a sealed box with no network. The report says which ones it reproduced and which it could not.

  6. 6

    An editor checks the claims

    Before an idea review leaves, an editor compares each claim with its source. What a source does not support is corrected.

The report

What comes back.

An idea review has fifteen parts. Every number carries the link it came from. Where the models disagree, the report names who said what.

  1. The verdict
  2. Where the panel agrees
  3. Where the panel disagrees
  4. The second reading
  5. The strongest objection
  6. What to build first
  7. What to drop
  8. Who else does this
  9. The numbers
  10. Answers to the open questions
  11. Questions only you can answer
  12. The first 30 days
  13. The money
  14. The build
  15. Next steps
The panel today

Ten models, nine labs.

A model that answers late is left out of that report, and the report says so.

Claude Fable 5.1Anthropic
GPT-6 Astra ProOpenAI
Claude Opus 5.5Anthropic
Kimi K3Moonshot AI
DeepSeek V4 ProDeepSeek
Gemini 3.8 FlashGoogle
Qwen 3.8 MaxAlibaba
Grok 4.7xAI
GLM 5.3 PrimeZhipu AI
Mistral Large 4Mistral AI
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