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Prompt-Engineering-Guide Review
Prompt-Engineering-Guide is a comprehensive, open-source resource dedicated to the discipline of prompt engineering for large language models (LLMs).
1The resource crossed 3 million learners by January 2024, indicating broad adoption.
2It supports content in 13 languages, with ongoing translation efforts.
3Offers self-paced prompt engineering courses through the DAIR.AI Academy.
4Provides extensive guides, papers, lessons, and notebooks for prompt engineering, context engineering, RAG, and AI Agents.
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Prompt-Engineering-Guide at a Glance
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overview
What is Prompt-Engineering-Guide?
Prompt-Engineering-Guide is a comprehensive open-source resource for prompt engineering developed by DAIR.AI that enables researchers, practitioners, developers, and learners in AI to understand, develop, and optimize prompts for various AI applications. It serves as a central hub for individuals looking to enhance the capacity of large language models (LLMs) across a spectrum of tasks.
quick facts
Quick Facts
| Attribute | Value |
|---|---|
| Developer | DAIR.AI |
| Business Model | Freemium |
| Pricing | Free for the core guide; associated DAIR.AI Academy courses may be paid. |
| Platforms | Web |
| API Available | No |
| Last Updated | 2026-02-01 |
| Sponsored By | SerpAPI |
features
Key Features of Prompt-Engineering-Guide
Prompt-Engineering-Guide provides a structured approach to mastering prompt engineering, offering a range of resources designed to improve interaction with and performance of large language models. Its features are geared towards practical application and theoretical understanding across various AI domains.
- 1Guides for prompt engineering
- 2Resources for context engineering
- 3Resources for RAG (Retrieval Augmented Generation)
- 4Resources for AI Agents
- 5Optimizing prompts for language models
- 6Improving LLM capacity for common and complex tasks
- 7Designing robust and effective prompting techniques
- 8Augmenting LLMs with domain knowledge
- 9Augmenting LLMs with external tools
- 10Model-specific prompting guides
use cases
Who Should Use Prompt-Engineering-Guide?
The Prompt-Engineering-Guide is designed for a diverse audience within the AI community, from those new to the field to experienced professionals seeking to refine their skills and knowledge in prompt engineering.
- 1**Researchers:** Utilize the guide to enhance the capacity of LLMs across a spectrum of tasks, including question answering and arithmetic reasoning.
- 2**Developers:** Employ the guide to design robust and effective prompting techniques for interfacing with LLMs and other tools.
- 3**Learners (Beginners in AI):** Access learning paths from foundational concepts to advanced strategies, covering the latest papers, advanced prompting techniques, and lectures.
- 4**Advanced AI Users / Practitioners:** Improve LLM safety and build new functionalities, such as augmenting LLMs with domain knowledge and external tools.
pricing
Prompt-Engineering-Guide Pricing & Plans
The Prompt-Engineering-Guide itself is an open-source, freely accessible online resource. Its "freemium" model refers to the core guide being available at no cost, while supplementary educational offerings, such as the self-paced courses provided by the DAIR.AI Academy, may incur fees. Specific pricing for DAIR.AI Academy courses is not detailed in the provided data, but they represent the premium component of the overall DAIR.AI ecosystem.
- 1**Core Guide:** Free
- 2**DAIR.AI Academy Courses:** Paid (specific pricing not provided)
competitors
Prompt-Engineering-Guide vs Competitors
The Prompt-Engineering-Guide positions itself as a comprehensive, open-source resource for prompt engineering, differentiating itself from other prominent guides and learning platforms through its community-driven nature and broad coverage.
1
LearnPrompting↗
Offers an interactive and practical online manual covering a wide spectrum of prompt engineering from basic to advanced techniques, including automated prompt generation.
Similar to Prompt-Engineering-Guide in providing comprehensive learning resources, but with a strong emphasis on interactive learning and a broader range of advanced concepts.
2
DAIR.AI↗
A community-driven online manual that extensively covers theory, techniques, and hands-on examples for working with AI.
Comparable to Prompt-Engineering-Guide in its comprehensive coverage and resource format, but distinguishes itself through its community-driven nature and focus on both theoretical and practical aspects.
3
Google (Prompt Engineering Guide)↗
Provides a structured, iterative approach to prompt creation, focusing on optimizing interactions with Google's LLMs like Gemini, supplemented with interactive notebooks.
Offers a similar comprehensive guide format, but is specifically tailored to Google's AI ecosystem and models, providing practical strategies and interactive elements like cheat sheets and notebooks.
4
OpenAI↗
Offers concise, practice-oriented guides directly from a leading AI model developer, focusing on effective prompt design for their specific models and practical agent building.
While Prompt-Engineering-Guide covers a broader range of topics, OpenAI's resources are highly authoritative for their models and provide direct insights into controlling and formatting outputs for production applications and building agents.
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Frequently Asked Questions
+What is Prompt-Engineering-Guide?
Prompt-Engineering-Guide is a comprehensive open-source resource for prompt engineering developed by DAIR.AI that enables researchers, practitioners, developers, and learners in AI to understand, develop, and optimize prompts for various AI applications. It serves as a central hub for individuals looking to enhance the capacity of large language models (LLMs) across a spectrum of tasks.
+Is Prompt-Engineering-Guide free?
The core Prompt-Engineering-Guide is a free, open-source online resource. Its "freemium" model indicates that while the guide itself is free, associated educational offerings, such as courses from the DAIR.AI Academy, may be paid.
+What are the main features of Prompt-Engineering-Guide?
Prompt-Engineering-Guide offers comprehensive guides for prompt engineering, resources for context engineering, RAG, and AI Agents. It also provides methods for optimizing prompts, improving LLM capacity for various tasks, designing robust techniques, and augmenting LLMs with domain knowledge and external tools, alongside model-specific guides.
+Who should use Prompt-Engineering-Guide?
Prompt-Engineering-Guide is designed for researchers, developers, and learners in AI, from beginners to advanced users. It helps researchers enhance LLM capabilities, developers design effective prompting techniques, and learners acquire foundational to advanced prompt engineering skills.
+How does Prompt-Engineering-Guide compare to alternatives?
Prompt-Engineering-Guide differentiates itself as a broad, community-driven, open-source resource, constantly updated with the latest research. In contrast, guides from OpenAI and Google are model-specific, focusing on their respective LLMs, while Learn Prompting offers a more interactive and practical online manual.