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Luke Fryer
Luke Fryer

Posted on • Originally published at aipromptarchitect.co.uk

Zero-Shot vs Few-Shot vs Chain-of-Thought Prompting: Complete 2026 Guide

Quick Answer

Quick Answer Zero-shot prompting gives the AI no examples — you just describe the task. Few-shot prompting includes 2-3 examples showing the desired input/output pattern. Chain-of-thought (CoT) prompting adds "think step by step" reasoning. Each technique has specific strengths, and the best results come from combining them with a structured framework like STCO.


For the complete guide:

Read the full guide on AI Prompt Architect →


AI Prompt Architect — STCO framework. NPM.

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