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Home Social Media Management

Unlocking AI’s Potential: Why Prework in Prompting Matters

Josh by Josh
August 1, 2025
in Social Media Management
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Unlocking AI’s Potential: Why Prework in Prompting Matters
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Have you ever tried using an AI tool, only to be frustrated by how generic and unhelpful the results were? Perhaps you asked for a blog post on a specific topic, but instead of insightful content, you were handed a jumble of vague statements. It’s a common issue when AI isn’t given the right context or guidance. The key to solving this? You need to invest time upfront to do what we call ‘prework.’

Prework involves giving AI the necessary information and context to do a great job, similar to how you would train an intern. Without this preparation, you might find yourself repeatedly disappointed with the AI’s outputs.

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Christopher S. Penn, featured in our episode “Paving the Way: Strategies for Integrating AI in Marketing,” emphasizes that “without a clear purpose, your AI initiatives might lose focus. Define what you aim to achieve first.”

Why Prework in Prompting is Essential

Effective AI prompting starts with thorough prework. This preparatory phase sets the stage for meaningful interactions with AI tools, ensuring you get the most accurate, relevant, and valuable responses. Something we just touch on in my AI Primer for Marketers.

While it means spending more time upfront, these efforts can help ensure that the output you get from AI is not only more useful – it can actually be amazing. I shared a recent example of that for myself on Threads .

Step-by-Step Guide to Effective AI Prompting Prework

1. Define Clear Objectives

Begin by outlining your marketing goals. Are you looking to improve engagement, increase conversions, or streamline content creation? Clear objectives provide a roadmap for your AI tool, guiding its responses in a direction that aligns with your goals.

Penn adds, “When we align our AI tools with clear business objectives and comprehensive data, the results are transformative.”

2. Gather Relevant Data

Data is the backbone of effective AI prompting. Collect and organize relevant data that your AI can draw from. This includes historical performance data, audience demographics, and more. The richer your dataset, the more nuanced and accurate the AI’s output will be.

Andy Crestodina, in our episode “Filling the Void: How AI Identifies and Closes Content Gaps,” illustrated this concept perfectly: “Prework in prompting is akin to laying a strong foundation. It directly impacts the quality of your content, making it more engaging and effective.”

3. Understand Your Audience

Knowing your target audience is crucial. AI can help tailor messages, but only if it understands who it’s speaking to. Incorporate insights about your audience’s preferences, behaviors, and pain points into your prompts to ensure the AI generates content that resonates.

Claudia Sandino, from the episode “AI as Your Creative Partner: Transforming Social Media Engagement,” underscores the importance of this: “Balancing AI-generated content with human insights ensures authenticity. AI can draft, but humans should refine.”

4. Craft Detailed Prompts

Specificity is key in AI prompting. Compare these prompts:

Vague: “Write a blog post about AI in marketing.”

Detailed: “Write a 500-word blog post about how AI can enhance customer segmentation in the retail industry, focusing on three key benefits.”

The detailed prompt provides clear direction, resulting in more focused and relevant content. The more information, direction, and examples you can provide AI, the better the response will be!

5. Iterate and Refine

AI prompting is not a one-and-done task. Regularly test and refine your prompts based on the AI’s outputs. Evaluate the responses and tweak your prompts to better align with your objectives. Iteration helps in honing the quality of the outputs over time.

Christopher S. Penn echoes this sentiment: “Without a clear purpose, your AI initiatives might lose focus. Define what you aim to achieve first.”

In our episode “Mastering AI Prompting: Advanced Techniques for Success,” we dive into these techniques further, showcasing the significance of refining and fine-tuning your approach.

Wrapping Up

Prework in AI prompting is not just an add-on; it’s a necessity. By defining clear objectives, gathering relevant data, understanding your audience, crafting detailed prompts, and iterating based on feedback, you can unlock the full potential of AI in your marketing efforts. Start integrating these practices today and watch how it transforms your strategy.

Successful AI marketing required great prompting; learn from Christopher S. Penn, Andy Crestodina, and others.





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