The Ultimate Prompt Gallery: 12 Prompt Templates to Turbocharge Your AI Projects

As AI continues to shape how we communicate, create, and analyze information, having a well-structured prompt gallery at your disposal can make all the difference. Crafting prompt templates is a powerful way to guide AI models toward generating high-quality, context-appropriate responses. In this article, we’ll introduce you to 12 ready-to-use prompts covering tasks like text generation, sentiment analysis, entity extraction, and more. Each template comes with clear instructions and best practices, empowering you to streamline your AI projects and get better results, faster.

How to Use These Prompt Templates

Before exploring the gallery, let’s look at how to implement these AI prompt examples effectively:

  • Start With a Base Template: Each template provides a structure you can customize with your domain-specific content or data.
  • Refine to Your Needs: Adjust wording, include relevant keywords, or add constraints to achieve the desired style, tone, or complexity.
  • Iterate and Test: AI models often need fine-tuning. Experiment with different inputs or tweak the prompt instructions until you’re satisfied with the output quality.

For added clarity, consider using a simple infographic or diagram to visualize the “input → prompt → output” flow. This will help you understand how adjustments to the prompt influence AI responses.

1. Text Generation Prompt

Use Case: Crafting narratives, blog posts, marketing copy, or creative writing pieces.

Template:
Write a [type of content, e.g., ‘300-word blog post’] about [topic, e.g., ‘the benefits of prompt engineering’]. The tone should be [adjective, e.g., ‘informative and friendly’], and include one real-world example for clarity.

Tips:

  • Add a desired tone (formal, casual, persuasive) for style consistency.
  • Specify length or format for more controlled output.

2. Sentiment Analysis Prompt

Use Case: Quickly determining whether text is positive, negative, or neutral.

Template:
Analyze the following text and classify its sentiment as positive, negative, or neutral: [insert text]. Provide a one-sentence explanation for your classification.

Tips:

  • Apply this to product reviews, social media posts, or customer feedback.
  • For more nuanced results, add a scale (e.g., very positive, somewhat positive) if the model supports it.

3. Entity Extraction Prompt

Use Case: Identifying people, places, organizations, or products mentioned in text.

Template:
From the following text, extract and list all named entities (people, organizations, locations, products) mentioned. Text: [insert text].

Tips:

  • Useful for indexing articles, legal documents, or academic papers.
  • Consider using a bullet list format in the output for easy readability.

4. Relation Extraction Prompt

Use Case: Understanding how entities relate to one another.

Template:
Identify the relationships between the entities mentioned in this text. For each pair of entities, describe their relationship in one sentence. Text: [insert text].

Tips:

  • Perfect for building knowledge graphs or mapping out complex scenarios.
  • Add specific relationship types if known (e.g., “business partner,” “family member”).

5. Closed-Domain QA Prompt

Use Case: Answering questions within a specific, defined domain.

Template:
Answer the following question based on the provided domain-specific content. Content: [insert domain text]. Question: [insert question].

Tips:

  • Ensure the domain content is comprehensive.
  • Ideal for customer support bots, internal knowledge bases, or FAQs.

6. Open-Domain QA Prompt

Use Case: Handling queries spanning a wide range of topics without domain restrictions.

Template:
Answer the following question to the best of your ability: [insert question]. If uncertain, provide a plausible guess and explain your reasoning.

Tips:

  • Encourages honesty when the model is unsure.
  • Great for educational platforms, chat assistants, or general Q&A forums.

7. Text Summarization Prompt

Use Case: Creating concise overviews of longer texts.

Template:
Summarize the following text into a short paragraph (approx. 3-4 sentences) capturing the main idea and key points. Text: [insert text].

Tips:

  • Perfect for busy professionals who need quick takeaways from lengthy reports.
  • Adjust the length of the summary as needed.

8. Keywords Extraction Prompt

Use Case: Identifying main topics or themes in content.

Template:
From the following text, extract the top 5 keywords that best represent the main topics: [insert text].

Tips:

  • Excellent for SEO optimization and content tagging.
  • Combine with sentiment analysis prompts for comprehensive content auditing.

9. Text Editing Prompt

Use Case: Improving grammar, style, or readability of existing text.

Template:
Edit and rewrite the following text for clarity, correctness, and a [desired tone/style]. Text: [insert text].

Tips:

  • Ideal for refining drafts, marketing copy, or educational materials.
  • Specify the tone (“professional,” “casual,” “technical”) to match brand voice.

10. Text Translation Prompt

Use Case: Translating text from one language to another.

Template:
Translate the following text from [source language] to [target language], preserving meaning and tone. Text: [insert text].

Tips:

  • Helpful for multilingual customer support, global marketing, and accessible content.
  • Check results against reputable translation resources for accuracy.

11. Text Transliteration Prompt

Use Case: Converting text from one script or writing system to another.

Template:
Transliterate the following text from [source script] to [target script], maintaining correct pronunciation and readability. Text: [insert text].

Tips:

  • Useful for proper noun transliteration or adapting content for different linguistic audiences.
  • Consider linking to authoritative language resources like Wiktionary for tricky terms.

12. Instructions Prompt

Use Case: Providing the AI with clear rules or frameworks to ensure compliance and accuracy.

Template:
Follow these instructions when generating your response: [insert instructions]. Then address the following request: [insert request].

Tips:

  • Ideal for regulated industries (finance, law, healthcare) where adherence to guidelines is critical.
  • Combine with few-shot examples to reinforce correct behavior.

Conclusion

With these 12 prompt templates in your prompt gallery, you can streamline a wide array of AI tasks—from text generation templates for creative projects to sentiment analysis prompts that gauge audience reactions. Experiment with each template, adjust as needed, and watch as your AI models deliver consistently better results.

To further refine your prompts, consider exploring zero-shot or few-shot techniques and incorporating role or instructions prompts. For more advanced strategies, refer to OpenAI’s Documentation or reputable AI research for guidance on optimizing your approach.

Quick Reference Chart

For easy skimming, here’s a summary of each prompt type:

Prompt TypeMain Use CaseKey Benefit
Text GenerationCreative writing, contentCustomizable style & tone
Sentiment AnalysisFeedback interpretationQuick emotional context
Entity ExtractionIdentify entitiesEfficient data tagging
Relation ExtractionUnderstand relationshipsBuild knowledge graphs
Closed-Domain QANiche questionsPrecision & reliability
Open-Domain QAGeneral queriesBroad knowledge application
Text SummarizationCondense infoRapid comprehension
Keywords ExtractionTopic identificationSEO & discoverability
Text EditingImprove clarity/styleEnhanced readability
Text TranslationCross-language needsGlobal audience reach
Text TransliterationScript conversionCultural & linguistic adaptation
Instructions PromptCompliance & guidelinesConsistency & correctness

With these AI prompt examples, you’re ready to turbocharge your projects and enhance your AI-driven workflows.

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