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AI Enablement

The AI Prompting System for Entrepreneurs (And Why Most People Skip the First Step)

Rob Cressy
TL;DR
  • An AI prompting system for entrepreneurs has three parts: personalize, think, create. Most people start at create and wonder why the output is flat.
  • The prompt is the last step, not the first. Context does the heavy lifting.
  • Use the 10-80-10 sandwich. You define the outcome, AI does the middle, you verify at the end.
  • Prompt for outcomes rather than tasks, and spend more time on the question than the answer.

Most advice about prompting hands you templates. Copy this, paste that, add these five magic words. Then the templates stop working and you are back to output that reads like everybody else's. What is missing is an AI prompting system for entrepreneurs that treats prompting as one step inside a larger sequence rather than the whole job. The prompt is where the work ends. The results are decided well before you type anything.

I have run this system daily for more than a thousand days and taught it to hundreds of founders. It comes down to three moves in order. Personalize, think, create. When somebody tells me AI is not working for them, they have almost always skipped straight to the third one.

What is an AI prompting system for entrepreneurs?

It is a repeatable sequence for getting AI to produce work that sounds like you and moves your business forward.

The three parts:

Personalize. Load your context. Build the single place where your business information lives so AI knows your world before you ask it anything.

Think. Decide what you actually want. Dream at the right size and define the outcome, because thinking is the real skill and the model cannot do it for you.

Create. Turn it into action, then route what you produced back into the system so the next round starts from a better position.

The order is the whole point. Personalize before you think, think before you create. Run it backwards and you get the generic result that makes people conclude the tool is overhyped.

Why does the AI prompting system for entrepreneurs start with context instead of the prompt?

Because garbage in, garbage out. Gold in, gold out.

When AI gives you a bad answer, the reflex is to blame the tool. The honest diagnosis is almost always that the operator did not give it good context. The model has no idea who you are, what you sell, how you talk, or what you are trying to build. It answered a stranger's question the way you would answer a stranger, with the safest average response available.

The fix is a single source of truth. Every conversation, framework, strategy and goal written down in one place the AI can reach. That repository is the thing that makes your output different from the output of somebody typing the identical sentence. Building that second brain is the highest-leverage work available, and it is why output that sounds generic is a context problem rather than a wording problem.

There is a line I keep coming back to on this. The bigger the dreams, the deeper the foundation. Ambitious outcomes need a stronger base underneath them. You cannot build something big on scattered, unwritten information.

Do you need to be an AI expert to do this well?

No, and the question itself is aimed at the wrong target.

You are an expert in you. What goes into the AI is what is already in your head. Your years of experience, your business, your judgment, your voice. Nobody needs to become an AI expert. They need to get what is already inside them into the system where AI can use it.

I came into this with a coaching background and no technical training. That looked like a disadvantage and turned out to be the opposite, because the human side of this is exactly what most people are missing. If you are worried you started too late, the honest picture is that almost everyone is barely started, including most executives.

What is outcome-based prompting?

Start at the end. Tell AI the exact result you want and let it work backwards into the path.

Most prompts describe a task. Write me an email. Summarize this. Give me ideas. An outcome prompt describes a finished state instead. Three founders, bootstrapped, twenty thousand in monthly recurring revenue within three months, plus the pitch deck to raise after that. Now build me the roadmap to get there.

The difference in what comes back is not subtle. You gave the model a destination, so it can reason about the route. Give it a task and it hands you the task.

This connects to something I believe strongly about ambition. It is just as easy for AI to write you an email as it is to build your rocket ship to the moon. The effort on your side is identical. If you only ever ask for emails, you only ever get emails, and the ceiling on your results is the ceiling on your thinking.

How do you keep AI output from turning into slop?

Use the sandwich. Ten, eighty, ten.

The first 10 percent is you. Define the goal, the vision, the outcome. You always lead. This is where your judgment enters.

The middle 80 percent is AI. Co-create back and forth. Let it draft, expand, restructure, challenge.

The final 10 percent is you again. Validate and verify against your voice, your standards, and the facts.

Skipping that final 10 percent is where slop gets made. Every example of embarrassing AI content you have seen is someone who took the middle 80 and shipped it. The sandwich costs you a few minutes and it is the difference between AI as an amplifier and AI as a liability. It is also the practical shape of the human-first standard that governs everything I build.

How do you ask better questions?

Spend more time on the question than you spend on the answer.

This is the single habit I would transplant into every entrepreneur I work with. The secret is not getting the answers. It is asking the right questions at the right time. Better questions produce better answers, so question design deserves to be treated as the primary work rather than a preamble to it.

Two questions that consistently earn their place:

The blind spot question. What do I not see or know here that would make this simple and easy, so I can turn it into an asset? People stay stuck on problems that AI could dissolve, because they never asked what they were missing.

The holes question. Where is this leaking? You want to know the holes in your boat, because once you know the holes you can build a better boat. Most people avoid that question and let the limitation stay a limitation.

If you want more on the mechanics of the ask itself, getting better output from Claude or ChatGPT covers the tactical layer that sits on top of this system.

Should you type or speak your prompts?

Speak, most of the time. We are entering the voice era of business.

Speaking runs five to ten times faster than typing, and the more useful side effect is that it produces more context. You are more fluid out loud. You ramble slightly, you add the aside, you explain the background you would never bother typing. All of that is signal the model gets to use.

The teams building these models have largely stopped typing their instructions. That is a strong hint about where this is heading. Turn on the microphone and talk to it the way you would brief a capable new hire.

What does this look like in a week?

  1. Pick one home for your business context and put everything there.
  2. Capture your calls automatically and route the transcripts into it.
  3. Write down your voice, your standards, and your top goals for this year.
  4. Rewrite your three most-used prompts as outcomes instead of tasks.
  5. Run the 10-80-10 sandwich on the next thing you publish.
  6. Before you ask your next question, spend two minutes improving the question.

I watched a nineteen-year-old go from nearly zero to building his own website and app in about three hours of working together. Nothing about that was talent. He got the context loaded, he was told to think bigger than he was thinking, and then he created. Same three steps, in the same order.

An AI prompting system for entrepreneurs is worth more than any prompt library you will ever download, because prompts expire and a system compounds. Start with personalize. Everything after it gets easier.

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Rob Cressy
Rob Cressy
AI Enablement Coach helping entrepreneurs and leaders go from AI curious to AI dangerous. 1,000+ days of daily AI usage. Host of The Undeniable Leader podcast.