Ainary

Building in Public · Essay

Draw a Sun

Why a good, consistent result doesn't depend on the smartest minds — it depends on the coloring book.

A child sits at the table in late-morning light, pen in fist. Tell them: “Draw a sun.” They draw a yellow circle, a few rays, maybe a face inside. Ask for the same sun ten times — or ask ten children for one — and you get ten different pictures. All recognizably suns. None the way you imagined it.

Now put a coloring book in front of the same child. The outlines are already there, the rays pre-drawn. Say: “Color it in — yellow, with a red edge.” Ten times. Now you get ten suns the way you imagined them, clean enough to hang side by side. The child didn't get smarter overnight. The difference isn't in the child. It's in the coloring book.

I draw these pages — not literally, but in every practical sense. In reality I write instructions and standards into a database, phrased neutrally enough that any task runs the same way, no matter who starts it.

The SystemFive parts, and only one of them is the model

My team consists of language models: ChatGPT, Claude. AI that writes research reports, sales material, and analyses — daily, with a consistency I could never hold by hand. And a language model is, in the decisive respect, exactly like one of those children: capable, but unreliable. Ask it the same thing ten times and you get ten variants — sometimes brilliant, sometimes off.

The childis theAI

It draws. It produces the text.

The coloring bookisStructure & standard

The pre-drawn outlines the work happens inside.

The penis theTool

What the task is executed with. If it needs a new capability (filing, research, sending), it needs another tool.

The instructionis thePrompt

Use page 5 of the coloring book, the crayon, the colors yellow and red.

The teacheris theQuality gate

Task passed — or run it again.

The system — all five parts— is what makes the work scalable. Drawn once, used a thousand times, independent of who starts it. Together they turn randomness into something more precise, something we defined and expect: controlled randomness. Randomness with boundaries, inside our structures and standards.

The LeverDraw your own coloring book

The obvious reflex for getting better is: take a smarter child. A bigger model. And yes — a stronger model helps. On top, not instead. Hand the same coloring book and the same pen not to the child but to a highly intelligent adult: they color more cleanly, faster, with a steadier hand. But they color inside the same lines, in the same color. The picture gets tidier — not different.

This matches the research: decompose a task into clear steps with a structured instruction, and it clearly beats a naive “just do it” (Khot et al., Decomposed Prompting).

Improving a system almost never means giving the child a bigger head. It means:

  • Adjusting the structure and the standard
  • Adopting new tools— Google Drive, HubSpot, Apollo, Clay
  • Adjusting the instructions: which standards and tools to use
  • Mechanical checks and human-in-the-loop for sign-off
A coloring book, concrete: the same task, decomposed into five parts. Only part 1 is the model.

The PayoffOne system. Every task.

I draw these coloring book pages for your domain — research, sales, content, invoicing — so the process carries quality and scales. For founders and small teams who want to operate like a bigger one.

The better model is coming anyway, year after year, entirely without my help. Which is exactly why the work isn't worth doing on the model — it's worth doing on what remains: structure and standard.

What would a page like this look like for you?

If this resonates, write to me. I'm happy to share my own research system or my sales ops.

This essay first appeared in German on Finite Matters, Florian Ziesche's newsletter.

About me: I'm Florian. I build software and AI companies, grew up in Saxony, and can rarely stop before I can see the whole picture. More on LinkedIn or Substack.

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