Tired of your AI giving you the same, boring, predictable answers every single time?

This Promptbook is inspired from my Medium article (Review it here) That went viral and got +2M presentations, +230K views, +15K claps in less than 2 weeks!! and +350 Comments wanting a prompts templates, so here it is: A Prompt Bank.

Your AI isn't stupid. It's stuck.

Every time you ask ChatGPT, Claude, or Gemini for ideas, you get safe, conventional, uninspired outputs. This is called mode collapse—a phenomenon where AI models obsessively default to the most stereotypical response, even though they're technically capable of producing vastly more creative and diverse alternatives.

The creativity you're looking for? It's already inside the model. It's just been suppressed during training.

The Solution:

Researchers at Stanford, Northeastern University, and West Virginia University discovered a deceptively simple technique that recovers that hidden diversity: Verbalized Sampling. (Click to open the research paper)

One prompt structure change, and your AI unlocks its full creative range. Results are immediate and measurable:

• 1.6–2.1× increase in output diversity
• 25.7% improvement in human-rated creativity
• Works on every major model—ChatGPT, Claude, Gemini, Qwen, DeepSeek...etc.

This guide is your complete toolkit. No theory. No math. Just actionable prompts you can copy, paste, and adapt today.

What's Inside?

✅ The Foundation (Sections 1-3): A crystal-clear breakdown of mode collapse, typicality bias, and exactly how Verbalized Sampling works. No 82-page paper. No PhD required. Just clarity.

✅ The Plug-and-Play Prompt Library (Section 4): 30+ ready-to-use prompts across six major fields:

• Creative Writing: Story plots, character dialogue, poetry stanzas, alternative endings
• Marketing: Brand slogans, ad copy angles, product names, campaign concepts
• Coding & Data: Algorithm comparisons, diverse test cases, pipeline architectures, refactoring strategies
• Research & Business: Diverse hypotheses, market scenarios, business models
• Education & EdTech: Multiple explanations, quiz formats, lesson structures, creative assignments
• Personal Productivity: Alternative systems, work environments, life advice frameworks

✅ Pro-Level Patterns & Templates (Sections 5-6): Learn the three proven patterns to build your own custom prompts for any situation. Plus, five fill-in-the-blank templates for instant results.

✅ Expert Troubleshooting & FAQ (Section 7): Rapid-fire answers to the exact problems you'll encounter—"My results are still boring. How do I fix it?" "Does this work for technical tasks?" "How much will this cost in tokens?" (Based on Comments and feedback from +300 people)

✅ Bonus: Visual Companion PDF: All example outputs, before/after comparisons, and side-by-side demonstrations in a separate, easy-reference PDF so the main guide stays clean and scannable.

Who Is This For?

✔ Content Creators & Writers fighting AI clichés and predictable narratives

✔ Marketers & Growth Teams who need fresh campaign ideas and messaging angles competitors haven't used

✔ Coders & Developers brainstorming alternative algorithms, test cases, and architectural approaches

✔ Researchers & Strategists exploring diverse hypotheses and market scenarios

✔ Educators & Trainers who want to explain concepts in multiple ways for different learning styles

✔ Freelancers & Entrepreneurs who rely on AI for client work and need outputs that stand out

✔ Anyone frustrated with getting the same five suggestions every time they ask their AI for ideas

What You Get:

📄 File 1: The Main Guide (~60 Pages PDF) — Complete 7-sections handbook with foundation, a BIG library, a LOT patterns, MANY templates, and expert FAQ + Free friend link to my viral story included.

📄 File 2: The Visual Companion (PDF) — All real example outputs, before/after comparisons, and screenshots demonstrating the technique in action.

Both files are professionally formatted, immediately downloadable, and ready to use the moment you purchase.

The Final CTA:

Stop settling for safe, predictable AI responses.

Your AI already knows how to be creative. You just need the right prompt.

👉 Click "I want this!" to unlock your AI's true diversity today.