Few-Shot Prompting
Few-shot prompting is one of the most effective prompting techniques. You provide examples of what you want, and AI follows that pattern to produce your output.
12 min•By Priygop Team•Updated 2026
What is Few-Shot Prompting?
Few-shot prompting means giving AI a small number of examples (usually 1 to 5) before asking it to complete your task.
Zero-shot: no examples, just the task
One-shot: one example before the task
Few-shot: two to five examples before the task
The examples show AI the pattern you want it to follow.
This is more powerful than trying to describe the pattern in words.
Diagram
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Deep Learning ⊂ Machine Learning ⊂ Artificial Intelligence
Few-Shot Prompting Example
Few-Shot Prompting Example
# Few-shot prompting: showing AI the pattern
few_shot_prompt = """
Convert each product feature into a customer benefit.
Use this pattern: Feature (technical) becomes Benefit (customer-focused).
Examples:
Feature: 256GB storage
Benefit: Store thousands of photos, videos, and documents without running out of space.
Feature: 5000mAh battery
Benefit: Use your phone all day without needing to find a charger.
Feature: 6.7-inch display
Benefit: Watch videos and read content on a screen large enough to enjoy comfortably.
Now convert these features:
Feature: 12 megapixel camera
Feature: Waterproof rating IP68
Feature: 5G connectivity
"""
# AI will follow the exact pattern of the examples.
# It understands:
# - The format (Feature then Benefit)
# - The style (benefits are written for customers)
# - The length (one sentence per benefit)
# - The tone (positive and clear)
print("Few-shot prompting is more effective than describing style in words.")Key Takeaways
- Few-shot prompting provides examples to show AI the pattern you want
- One to three examples is usually enough
- Examples communicate style, format, and tone simultaneously
- Few-shot prompting works for any task: writing, classification, code, analysis
- It is more effective than trying to describe your requirements in words
Key Takeaways
- Few-shot prompting is one of the most effective prompting techniques.
- Few-shot prompting provides examples to show AI the pattern you want
- One to three examples is usually enough
- Examples communicate style, format, and tone simultaneously