The Prompt Engineering Playbook: 6 Tips to Stop Talking to a Machine and Start Co-creating with AI
- Nimrod Bahar
- Jul 30, 2024
- 4 min read
Updated: Aug 22

Ever ask an AI for something and get a generic, uninspired, or just plain wrong answer? You're not alone. The problem often isn't the AI.
The secret lies in the way we're communicating with it.
For over two years, Generative AI has been reshaping our world. The key to unlocking its true potential lies in learning its language: the art of the prompt engineering. While you can and should express yourself freely, remember that you're ultimately conversing with a machine. It’s not magic; it’s a well-trained system that needs patterns, context, and clear instructions to deliver the high-quality, accurate output you’re looking for.
This guide presents six foundational tips to transform your prompts and help you get the best results.
The Power of Iteration: Write, Refine, Repeat
Your first prompt is rarely your best. Rewriting and refining your instructions is a critical step toward clarity and precision. Think of it not as a single command, but as the opening line of a conversation.
Basic:
"Tell me about the history of the internet."
Better:
"Describe the history of the internet for a non-technical audience. Focus on the key milestones from ARPANET to the modern web, and explain the societal impact of each."
The Takeaway:
Don't settle for the first response if it's not what you wished to achieve. Treat prompting as a process. Add context, use synonyms, provide examples, and rephrase your request. Each refinement gets you closer to the perfect output.
Stay Consistent: Define Your Terms
Consistency in your style and terminology helps the AI understand your request with greater accuracy. When you use specific terms or variables, keep them uniform throughout the conversation. A great way to do this is to define a placeholder.
Inconsistent:
"Provide details on the movie Inception. Then, talk about the main actor from that film and list other movies he was in."
Consistent:
"My chosen movie is {Inception}. Provide a detailed synopsis of {Inception}. Then, identify the lead actor and list three other notable films they have starred in."
The Takeaway:
By using consistent placeholders like {topic} or {keyword}, you create a clear structure that the AI can easily follow, especially for complex, multi-part requests.
Create a Logical Flow: Connect Cause and Effect
The most powerful prompts connect different ideas into a coherent whole, providing a clear rationale for the AI to follow. Frame your request by explaining the "why" behind the "what."
Weak Prompt (Disconnected):
"Here’s a blog post about why there is life on Earth. Rewrite it."
Strong Prompt (Connected Flow):
"I'm providing a scientific text I've written, {post}. Your task is to act as a skilled content marketer and rewrite this text into an engaging blog article for a general audience. Use the core concepts from my {post} but adopt a storytelling tone and simplify the technical jargon."
Transformative language
Another perspective is a transformative language which is about taking existing content and using its concept only without copying it verbatim.
For example:
“Take the same song and use its concept to create a new song."
The Takeaway:
Don't just give the AI content, but also give it a mission. By linking the source material (Cause) to the desired outcome and format (Effect), you provide the context needed for a much more accurate and relevant result.
Frame it Positively: Tell the AI What to Do, Not What to Avoid
our brain struggles with negative commands (try not to think about a pink elephant).
AI models are no different. Negative prompts like "don't be boring" or "avoid jargon" can confuse the model and lead to unpredictable results. It's far more effective to state what you do want.
Think of the 80/20 rule: focus on the 20% of instructions that will deliver 80% of the value. Positive, clear commands are that 20%.
Negative Framing:
"Don't be too formal."
Positive Framing:
"Use a friendly, conversational, and casual tone."
The Takeaway:
Be a clear and concise. Instead of listing all the things you want to avoid, provide a clear, positive vision of the desired output. This removes ambiguity and gives the AI a precise target to aim for.
Use Action Verbs: Command, Don't Ask!
Vague questions lead to vague answers.
To get precise results, you need to be direct. Start your prompts with strong, clear action verbs that tell the AI exactly what function to perform.
Less Clear:
"How does AI change the job market?"
Clear and Direct:
"Analyze the impact of AI on the job market. Identify three industries most affected. Summarize the key challenges and opportunities for the modern workforce."
The Takeaway:
Shift from asking questions to giving commands. Verbs like Analyze, Create, Summarize, Compare, Translate, Detail, and Generate tell the model the specific task you want it to execute, leading to more structured and accurate responses.
Shift Your Mindset: Talk to a Colleague, Not a Search Engine
We’ve spent decades training ourselves to type short, fragmented keywords into search engines. Communicating with an LLM requires a fundamental mental shift.
You are no longer searching a database!
you are collaborating with a partner that understands language, nuance, and context.
Speak to it directly, use rich detail, provide background, and don't be afraid to be descriptive.
Conclusion - The Prompt Engineering Playbook: Context is Everything
Imagine someone hands you a piece of paper with a note that says:
"Write a story about me."
Now, imagine they give you this note instead:
"Write a short story about me, from the perspective of a friendly robot trying to make human friends at a crowded party. Focus on the internal challenges I face, like processing social cues and trying to understand humor."
Which prompt would you rather receive?
I bet - The one with structure, context, background, and rich detail, of course.
A great prompt is a great brief.
Use these tips to provide clear, contextual, and positive instructions, and you'll unlock a new level of partnership with AI.
Did you find these tips valuable?
We're constantly exploring the cutting edge of AI and digital transformation. Follow us on social media, and subscribe to our newsletter below to get more quality content delivered straight to your inbox!

👉 Written by Nimrod Bahar CEO
Founder of NimblePRO, Digital Transformation & AI Explorer
Helping businesses master AI, automation, and scalable websites.
contact@nimble-pro.com | 📩 Have a challenge? Book now.
Comments