The Drop | Context Engineering Is Replacing Prompt Engineering
Here's Your Starting Point
Grab your kava. This one’s practical. ☕
You know what I stopped doing six months ago?
Googling “best prompts for [thing].”
Not because prompts don’t matter. They do. But because I realized I was solving the wrong problem. Every time I opened AI and typed a beautifully crafted prompt — and got back something generic, flat, sounds-like-everyone-else — the problem wasn’t the prompt.
The problem was that AI had no idea who I was. Ništa. Zero. Blank slate, every single time.
The Shift That Changed Everything
Prompt Engineering is about the question you ask.
Context Engineering is about what AI already knows about you, your business, your voice, your audience — before you ask anything.
Same prompt. Two completely different outputs. One from a stranger. One from someone who gets you.
Here’s a real example. If I type:
“Write me a newsletter intro about AI tools for creators”
Without context, I get LinkedIn-speak. Polished, generic, could be anyone.
With my full business context loaded? I get something that sounds like me — slightly irreverent, strategic, with a Balkan edge and a coffee reference that probably shouldn’t be there at 11 PM but jebiga, that’s who I am. Because AI knows that’s how I write. It knows who I write for. It knows what I’d never say.
The difference isn’t talent. It’s setup.
The Problem Most People Have
You open AI. You ask something. The output is... fine. Generic. You tweak it. You try again. You add “make it more casual.” Still not right. You give up and write it yourself.
Sound familiar? Da, znam. Me too, for way too long.
That’s because you’re asking AI to guess who you are. Every. Single. Time.
Context Engineering means you tell it once — properly, thoroughly — and then every conversation from that point forward starts at 80% instead of zero.
The starting point? What I call your Business Brain.
The Business Brain: Your AI’s Memory of You
Your Business Brain is a single document that contains everything AI needs to know about you and your business to give you output that actually sounds like you and serves your goals.
Not your CV. Not your LinkedIn bio. The real stuff — the things that make your work yours.
Once you have this, you paste it into your AI’s memory/personalization section (every major AI tool has one — ChatGPT, Claude, Manus, Gemini). From that moment on, every conversation is contextual. You stop re-explaining yourself. You stop getting generic output. You start getting you.
The Business Brain Prompt
Here’s the prompt. Copy it. Paste it into your AI. Answer the questions it asks you. Save the result as your permanent context.
I want you to help me create my Business Brain — a comprehensive context document that I’ll use as my permanent AI personalization. This document will help any AI tool understand who I am, how I work, and what I need — so I never have to re-explain myself again.
Ask me the following questions one by one. Wait for my answer before moving to the next. Once we’re done, compile everything into a clean, structured document I can save.
ABOUT ME & MY BUSINESS:
1. What’s your name and what do you do? (Not your job title — what do you actually DO day to day?)
2. Who do you serve? Describe your ideal client/reader/customer in a way that feels real, not like a marketing persona.
3. What problem do you solve for them? What are they struggling with before they find you?
4. What makes your approach different from others in your space? What’s the thing only YOU bring?
YOUR VOICE & STYLE:
5. If your brand were a person at a dinner party, how would they talk? (Formal? Casual? Funny? Direct? Warm?)
6. Give me 3 words that describe your writing/communication style.
7. What words or phrases do you NEVER want to use? (e.g., “leverage,” “synergy,” “game-changer”)
8. What’s a sentence from your own writing that you think perfectly captures your voice?
YOUR CONTENT & OFFERS:
9. What content do you create and where? (Newsletter, blog, social media, podcast — be specific)
10. What do you sell or offer? List your products/services with a one-sentence description each.
11. What’s your current business goal for the next 3 months?
YOUR BOUNDARIES & PREFERENCES:
12. What topics are off-limits or not relevant to your brand?
13. What tone should AI NEVER take with your audience? (e.g., pushy, corporate, overly enthusiastic)
14. Any specific formatting preferences? (Short paragraphs? Headers? Emojis or no emojis?)
Once I’ve answered everything, compile it into a structured document with clear sections. Title it: [MY NAME]’s Business Brain — Version 1.0
What To Do With It
Once AI gives you your compiled Business Brain document:
1. Save it in your AI’s personalization/memory section. In ChatGPT, that’s Settings → Personalization. In Claude, it’s your Project instructions. In Manus, it’s your Project files. Every tool has a version of this.
2. Update it when things change. New offer? New audience shift? New content format? Update the Brain. It’s a living document, not a one-time thing.
3. Notice the difference. Next time you ask AI to write something — a caption, an email, a content plan — notice how much closer the first output is to what you’d actually say. That’s context at work.
Why This Is the Starting Point
This is Layer 1. The foundation. Once your Business Brain is set, you can build on top of it:
•Project-specific folders for different clients or content series
•Saved writing samples so AI learns your actual style (not just your description of it)
•Format templates for recurring content (so “write a Drop” means something specific)
But none of that works without the Brain. It’s like trying to furnish a house that doesn’t have walls yet.
Start here. Build the walls. The rest follows. Polako — but start today.
Your Turn
Copy the prompt above. Open your AI tool of choice. Answer honestly — not the polished version of you, the real one. Save the result.
And if you want to go one step deeper — if you want to know what your Creator Voice actually is before you try to describe it — I built something for that too. The Creator Voice Quiz gives you your voice type in two minutes. Storyteller, Guide, Provocateur, or Dreamer. It’s the shortcut to question 5, 6, and 8 in the prompt above.
One drop. One idea. One shift.
This week’s shift: Stop asking better questions. Start giving better context.
Ajmo. ☕
Anita
The Soulful Balkanish AI Way
P.S. — If you do the Business Brain exercise today, I genuinely want to hear how it went. Hit reply. Tell me what surprised you about your own answers. I read everything.
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