Socratic Prompting: Definition and Examples

Socratic Prompting is a prompt engineering approach that transposes Socrates' maieutic method into interaction with language models. Instead of formulating a direct request, the user asks successive questions that lead the AI to examine a topic from different angles, question its own assumptions, and build more rigorous reasoning.

This technique rests on the principle that well-formulated questions produce higher quality answers than simple instructions. By guiding the model through a structured dialogue—asking it to clarify its definitions, examine evidence, explore counterexamples, and evaluate implications—one obtains more nuanced analyses and stronger reasoning.

Socratic Prompting stands out from other techniques by its iterative and dialogic nature. Where Chain-of-Thought asks the model to "think step by step," Socratic Prompting creates a true intellectual exchange where each AI response feeds the next question. This approach is particularly effective for complex topics, ethical analyses, critical thinking, and exploring ill-defined problems.

In practice, Socratic Prompting can be used in a single prompt (by embedding the questions in the instruction) or in multi-turn (by asking questions progressively over the conversation). Both approaches allow surpassing superficial answers and accessing a level of reflection that the AI would not spontaneously reach with a classic instruction.