AI Tools & Prompt Engineering: Beginner’s Tips and Tricks

AI Tools & Prompt Engineering: Beginner’s Tips and Tricks

September 26, 2024 • By Ryan Wilson


Artificial Intelligence (AI) might sound like something out of a sci-fi movie, but it’s very much part of our everyday lives. Whether you're using Google search, typing into ChatGPT, or creating art on MidJourney, you're interacting with AI tools.

If you’re new to AI and want to understand how these tools work (and how to make them work for you), this guide will cover the essentials. We'll break down the three main types of AI tools, share key tips for prompt engineering, and discuss some of the limitations of AI that every beginner should know.

The Three Types of AI Tools

Not all AI tools are created equal. There are three main types, each designed for different purposes. Let’s dive in and explore which tools might be best for you.

AI Tools Overview
AI tools helping users with various tasks.

1. Standalone AI Tools

Standalone AI tools are independent systems that can operate on their own. Examples include ChatGPT, Google Gemini, or MidJourney. These tools don’t need to be integrated into other software and can generate text, answer questions, or even create artwork based on prompts.

It’s like having a personal assistant at your disposal—though this assistant doesn’t need coffee breaks (but might occasionally misunderstand your request).

2. Integrated AI Tools

Integrated AI tools work within software you already use. Think of Google Docs' predictive text or Grammarly’s real-time writing suggestions. These AI tools work behind the scenes to enhance your experience without requiring much extra effort on your part. It’s the AI you use without even realizing it—like spellcheck, but with superpowers.

3. Custom AI Solutions

For businesses with specific needs, custom AI solutions can be developed to solve particular problems. These AI systems analyze data, predict trends, or automate processes for a specific industry or company. Custom AI is like a tailored suit—designed to meet unique business challenges head-on.


Mastering Prompt Engineering: It’s All About the Question

Prompt engineering is one of the key skills you'll need to get the most out of AI tools like ChatGPT or Google Gemini. Think of prompts as the instructions you give to the AI. How well you frame your question often determines the quality of the response.

Surfacing Implied Context

The more specific and detailed your prompts are, the better the AI will perform. Here’s an example of a useful prompt engineering tip:

Instead of asking, “Write an email,” try being more detailed:

  • Who is the email addressed to?
  • What tone do you want (formal, casual)?
  • What message should the email convey?

Example Prompt: “Write a formal email to a client, thanking them for their recent purchase and informing them of a 10% discount on future services.”

This approach helps the AI better understand your intent, reducing the chances of irrelevant responses.

Prompt Engineering Techniques
Effective prompts lead to better AI outputs.

Prompting Techniques Explained

Prompting techniques help you get more accurate results from AI. Here are the three main types:

1. Zero-shot Prompting

In zero-shot prompting, you ask the AI to perform a task without giving it any examples. This is like asking someone to guess what you want without providing many clues.

Example: “Summarize a blog post.”

2. One-shot Prompting

One-shot prompting involves giving the AI a single example to guide its response. It’s like showing someone how to do something once, and then asking them to replicate it.

Example: “Here’s a summary of another blog post. Now write a similar summary for this article.”

3. Few-shot Prompting

Few-shot prompting gives the AI several examples to work from, which helps it understand your request more clearly. This is useful for more complex tasks.

Example: “Here are three summaries. Now write a summary for this article.”


Chain-of-Thought Prompting: Solving Complex Tasks

Sometimes, a simple response isn’t enough—especially for complicated tasks like decision-making or multi-step processes. This is where chain-of-thought prompting comes in.

Chain-of-thought prompting encourages the AI to break down its response step-by-step, providing a more logical and thorough answer.

Example: “Explain how to plan a marketing campaign from strategy development to execution, step by step.”

This approach gives you a detailed breakdown of each phase, which is especially useful for complex workflows.


The Limitations of AI: Know What It Can’t Do (Yet)

AI is powerful, but it’s not perfect. Here are some limitations to keep in mind:

  • Data Biases: AI models are trained on existing data, which means they can inherit biases present in that data. This can lead to skewed or unfair outcomes, especially when handling sensitive information.
  • Hallucinations: AI sometimes generates completely incorrect information that sounds plausible. For example, you might ask the AI for a list of historical facts, but it could mix real events with fictional ones. Always double-check any factual information AI gives you.
  • Limited Understanding of Nuance: While AI is excellent at processing data and providing structured answers, it struggles with subtlety and nuance. Sarcasm, cultural context, and emotional tone often go over its head, so be mindful of this when using AI for communications or creative tasks.

Ready to Explore AI Further?

Now that you have a clearer understanding of the basics—types of AI tools, prompting techniques, and some limitations—it’s time to dive into AI yourself! Whether you're trying ChatGPT for quick answers, using Google Gemini for detailed insights, or experimenting with MidJourney for creative projects, the possibilities are endless.

Just remember, AI isn’t perfect, but with the right prompts and a little patience, it can become a powerful tool in your daily workflow.


Test Your AI Skills!

Now that you’ve learned some AI basics, why not test them out? Try asking ChatGPT this prompt:

“Write a one-sentence summary of your favorite movie.”

See how the AI responds! And if you’re excited to explore more about AI tools and prompt engineering, subscribe to our newsletter for exclusive insights, advanced techniques, and regular updates on the latest AI developments.

Try experimenting with different prompt techniques and share your results in the comments below. We'd love to see what you come up with!

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