Socratic questioning prompt builder
The Socratic method teaches by asking, not telling. Instead of handing over an answer, a skilled questioner walks a learner through definitions, assumptions, evidence, and implications until the learner arrives at the insight themselves. This builder turns that technique into a reusable LLM system prompt: you supply the topic and an optional target conclusion, and it produces instructions that make the model ask one careful question at a time.
How it works
The generated prompt sets a clear contract for the model. It is told to act as a Socratic guide, to ask exactly one question per turn, to wait for the learner’s reply, and never to assert the target conclusion directly. The depth setting controls how many escalating layers the dialogue should pass through — typically clarifying definitions, then probing assumptions, then testing evidence, then exploring consequences. The audience level adjusts vocabulary and the abstraction of each question so a beginner is not buried in jargon.
Tips and examples
- Name the target conclusion. Even though the model never states it, knowing the destination keeps the questions pointed rather than meandering.
- Keep early questions concrete. Definitions and examples first; abstractions and counterexamples later. The depth ladder already does this.
- Use it for review, not just teaching. Pointing the questions at your own argument is a fast way to find weak assumptions before someone else does.
- One question per turn matters. Stacked questions collapse the method into a quiz; the prompt enforces a single question to preserve the back-and-forth.