2.4 Module 2 · Prompt Engineering Mastery

Few-Shot & Zero-Shot Strategies

Teaching AI by example. Learn when to provide examples (few-shot), when to go without (zero-shot), and how to choose the right strategy for each task.

Example Injector Tool Strategy Decision Tree

Example Injector Tool

See how adding examples transforms AI output quality. Select a task, then compare zero-shot, one-shot, and few-shot prompting side by side.

Assembled Prompt
AI Output

Build Your Own Few-Shot Prompt

Craft your own few-shot prompt. Add examples, write a test input, and copy the assembled prompt to use with any AI model.

Start typing above to see your prompt assembled here...

Strategy Decision Tree

Click through the tree to find the best prompting strategy for your task. Each leaf shows a concrete example prompt you can adapt.

What type of task?