The Automation
Pyramid

A practical framework for deciding what to automate, what to hand to AI, and what only you can do.

01 — The Principle

Not every task deserves the same level of thinking applied to it.

ER triage scene — a nurse deciding which patients need urgent care

The triage nurse doesn't perform surgery.

She decides who needs surgery — and routes each patient to exactly the right level of care. A paper cut gets a bandage. A broken leg gets the ER. A heart attack gets the OR. Same patients, different urgency, different resources.

💡 Without triage vs. With triage

Without: The surgeon does checkups. The ER is chaos. Patients die waiting.

With: Each person works on what they're actually needed for.

Your Business Has the Same Problem

Every task — email, customer complaint, invoice, strategic decision — arrives at your door. Without a system, you either do everything yourself (exhausting) or hand everything to AI (expensive, wrong decisions).

You need a triage system. That's the pyramid.

02 — The Four Levels

Each level is a different kind of thinking. Use the cheapest one that gets the job done.

⚙️

Code / Script

Deterministic. Does one thing perfectly, every time.

  • Same thing happens 3+ times
  • Clear input → output
  • No judgment needed
The Executor — code that runs forever
"Build it once, runs forever."
🔀

Classifier

Fast triage. Reads each decision, matches a pattern, routes it.

  • High volume, structured decisions
  • Need speed over depth
  • Doesn't solve — decides who solves
The Router — fast pattern matching
"Doesn't solve the problem — decides WHO solves it."
🧠

LLM Agent

AI that can think. Handles ambiguous, complex decisions.

  • Needs reasoning, pattern is established
  • Context-dependent outputs
  • Balances quality with speed
The Reasoner — AI that thinks
"Smart enough to reason, expensive enough to triage first."
👤

Human

You. Final judgment. The decisions that define your business.

  • Trust, creativity, relationships
  • Moral reasoning, strategy
  • Irreplaceable judgment calls
The Judge — human judgment
"The most valuable resource. Protect it."

03 — How They Compare

Eight dimensions. Four levels. See where each one excels — and where it falls short.

Relative Strength by Criterion

Quality & Creativity
🎨 Quality of Output
👤 Human
🧠 LLM
🔀 Classifier
⚙️ Code
💡 Creativity
👤 Human
🧠 LLM
🔀 Classifier
⚙️ Code
Flexibility & Consistency
🔄 Flexibility
👤 Human
🧠 LLM
🔀 Classifier
⚙️ Code
📊 Consistency
👤 Human
🧠 LLM
🔀 Classifier
⚙️ Code
Speed & Cost
⚡ Speed
👤 Human
🧠 LLM
🔀 Classifier
⚙️ Code
💰 Cost Efficiency
👤 Human
🧠 LLM
🔀 Classifier
⚙️ Code
Dependability & Training
🛡️ Dependability
👤 Human
🧠 LLM
🔀 Classifier
⚙️ Code
📚 Training Ease
👤 Human
🧠 LLM
🔀 Classifier
⚙️ Code

Radar Deep Dive — Adjust the sliders to explore

⚙️ Code / Script
🎨 Quality💡 Creativity🔄 Flexibility📊 Consistency ⚡ Speed💰 Cost🛡️ Dependability📚 Training
🔀 Classifier
🎨 Quality💡 Creativity🔄 Flexibility📊 Consistency ⚡ Speed💰 Cost🛡️ Dependability📚 Training
🧠 LLM Agent
🎨 Quality💡 Creativity🔄 Flexibility📊 Consistency ⚡ Speed💰 Cost🛡️ Dependability📚 Training
👤 Human
🎨 Quality💡 Creativity🔄 Flexibility📊 Consistency ⚡ Speed💰 Cost🛡️ Dependability📚 Training

04 — Apply It

Which level does YOUR task get?

▶ START: What is this task?
├─ Is it the same thing every time?
└─ YES → ⚙️ Code — script it
├─ Does it need reasoning but follow a pattern?
└─ YES → 🧠 LLM — use AI
├─ Is it high-volume and needs sorting?
└─ YES → 🔀 Classifier — classify it
└─ Does it require judgment, trust, or creativity?
└─ YES → 👤 Human — you do it

⚡ The Golden Rule

Start with the most automated level. Only escalate when you have to. Every time you do something manually, ask: "Can this be a script next time?"

💡 The Debrief Loop

After every workflow, ask: What did I just do? Can any of those steps be a script next time? If yes — write it. If no — document what required flexible reasoning. Your business gets more automated every week.

Every debrief should leave the workflow more automatable than before.

Start small. Pick one task you do every day. Write it down. Ask: can this be a script? If not, can an AI do it? If not, keep doing it — but now you know why.

The pyramid isn't about replacing you.
It's about protecting your time for the decisions that actually matter.