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Leverage natural language through prompting to build and refine your Playlab apps. Whether you’re new to AI or looking to refine your skills, this guide will help provide some prompting strategies to strengthen your Playlab apps. In Playlab, you put these strategies to work in your app’s Instructions, the panel in the builder’s Build tab where you describe how your app should behave. See Creating a Playlab app for where they live.

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Prompting Strategies

Explore the prompting strategies below and and apply them to what you’re building in Playlab.

Basic Prompting

Master these fundamental principles to improve your AI interactions immediately.• Be Clear, Concise, and Specific• Context is Key• Structure and Organization• Tailor Tool for Audience• Negative Prompting• Less is More• Be Mindful of Bias• Fix at the Point of Error

Advanced Prompting

Take your prompting skills to the next level with these sophisticated techniques.• Selecting an LLM• Conditional Logic in Prompting• Adjusting Variability• Leveraging References• Building with Reasoning Models

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Learn Through Play and Testing

Prompting with AI is a learned skill that requires play and tinkering. As AI continues to evolve, how we interact with and build AI will also evolve as well. We encourage all builders to learn through building and think that Playlab is a great place to do so!
Effective prompting is both an art and a science. Keep experimenting, learning from results, and refining your approach.

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Need Support?

If you need help with applying negative prompting strategies in Playlab:
Last updated: 05-03-2026