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Prompt Engineering Guide

A comprehensive educational guide on prompt engineering for large language models (LLMs), covering techniques, model-specific prompting, applications, and tools. Also offers online courses on prompt engineering and building AI agents.

Visit Prompt Engineering Guide Official Site Prompt Engineering Guide alternativesLast updated · Sep 6, 2025

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Key facts

What is Prompt Engineering Guide?

Learn essential prompt engineering skills to better understand, interface with, and build applications using large language models.

Who is Prompt Engineering Guide best for?

AI researchers, developers, and students interested in prompt engineering and LLMs.

What are its main limitations?

Pricing for courses not clearly listed on site
404 error on pricing page
May be overwhelming for complete beginners due to breadth of content

Limitations are based on product materials or editorial synthesis; confirm on the official site.

Key features

✓Covers prompt elements, general tips, and examples
✓Includes advanced techniques: zero-shot, few-shot, chain-of-thought, meta prompting, self-consistency, tree of thoughts, ReAct, Reflexion, and more
✓Model-specific guides for ChatGPT, Claude, Gemini, GPT-4, LLaMA, Mistral, and others
✓Guides for applications: classification, coding, creativity, reasoning, text summarization, image generation
✓Resources: papers, tools, notebooks, datasets, and additional readings
✓Courses: 'Prompt Engineering for LLMs' (beginner) and 'Building Effective AI Agents' (intermediate)

Use cases

→Learning how to design effective prompts for LLMs
→Improving LLM performance on complex tasks like reasoning and question answering
→Building AI agents using function calling and tool integration
→Enhancing safety and reducing biases in LLM outputs
→Staying updated with latest prompt engineering research and techniques
→Using LLMs for code generation, data extraction, and creative writing

Pros

+Comprehensive and up-to-date coverage of prompt engineering
+Includes practical examples and model-specific guidance
+Free-to-access guide with additional paid courses
+Covers both foundational and advanced topics
+Regularly updated with latest research and tools

Cons

−Pricing for courses not clearly listed on site
−404 error on pricing page
−May be overwhelming for complete beginners due to breadth of content

Positioning

Core value: Learn essential prompt engineering skills to better understand, interface with, and build applications using large language models.
Ideal for: AI researchers, developers, and students interested in prompt engineering and LLMs.
Product type: Website (guide) and online courses

Frequently asked questions

What is prompt engineering?

Prompt engineering is the discipline of developing and optimizing prompts to efficiently use language models (LMs) for a variety of applications and research tasks.

What does the Prompt Engineering Guide cover?

The guide covers basic to advanced prompting techniques, model-specific guides, application examples, tools, papers, datasets, and resources for learning prompt engineering.

Are there any courses available?

Yes, there are courses such as 'Prompt Engineering for LLMs' (beginner, 2 hours) and 'Building Effective AI Agents' (intermediate, 5 hours). Use code PROMPTING20 for 20% off.

Is the guide free to access?

Yes, the guide is freely available on the website. The courses are paid.

Who is this guide for?

It is designed for researchers, developers, and students who want to learn how to design prompts and build applications with large language models.

Which models are covered in the guide?

The guide includes model-specific prompting for ChatGPT, Claude, Gemini, GPT-4, LLaMA, Mistral, Grok, and many others.