Part of the People Ops AI Brain — ← Back to Hub
┌─────────────────────────────────────────────────────────────────────────────────┐
│ BUILDING AUTOMATIONS MENTAL MODEL │
├─────────────────────────────────────────────────────────────────────────────────┤
│ │
│ THE AI CAPABILITY LADDER │
│ ───────────────────────────────────────────────────────────────────────────── │
│ │
│ Level 4: ARCHITECT → Design AI systems, build infrastructure │
│ ▲ │
│ Level 3: BUILDER → Create automations that run independently ← HERE │
│ ▲ │
│ Level 2: PRACTITIONER → Build reusable skills, maintain context │
│ ▲ │
│ Level 1: USER → One-off prompts, basic outputs │
│ │
├─────────────────────────────────────────────────────────────────────────────────┤
│ │
│ THE 5 COMPONENTS OF EVERY AUTOMATION │
│ ───────────────────────────────────────────────────────────────────────────── │
│ │
│ 1. TRIGGER → What starts it? (new entry, webhook, schedule) │
│ │ │
│ ▼ │
│ 2. DATA GATHER → What info needed? (HRIS, Notion, Sheets) │
│ │ │
│ ▼ │
│ 3. AI PROCESS → What does AI do? (generate, analyse, decide) │
│ │ │
│ ▼ │
│ 4. ACTION → What happens? (send email, create doc, notify) │
│ │ │
│ ▼ │
│ 5. LOG → How tracked? (update status, confirm, audit) │
│ │
├─────────────────────────────────────────────────────────────────────────────────┤
│ │
│ THE BUILD PHASES │
│ ───────────────────────────────────────────────────────────────────────────── │
│ │
│ PHASE 1 PHASE 2 PHASE 3 PHASE 4 PHASE 5 │
│ ─────── ─────── ─────── ─────── ─────── │
│ DESIGN SET UP BUILD TEST & DEPLOY & │
│ TOOLS REFINE MONITOR │
│ │
│ • Canvas • n8n • Trigger • Happy path • Activate │
│ • Data flow • Notion • Gather • Edge cases • Error alerts │
│ • Boundaries • Claude API • AI prompt • Iterate • Document │
│ • Calendar • Actions • Quality • Train team │
│ • Logging • Own it │
│ │
├─────────────────────────────────────────────────────────────────────────────────┤
│ │
│ THE MINDSET SHIFT │
│ ───────────────────────────────────────────────────────────────────────────── │
│ │
│ USER thinks: "How do I get AI to do this task?" │
│ BUILDER thinks: "How do I design a system that handles this automatically?" │
│ │
│ USER celebrates: A good output │
│ BUILDER celebrates: A system that produces good outputs without them │
│ │
└─────────────────────────────────────────────────────────────────────────────────┘
<aside> 🔀
Using a different AI provider? This walkthrough uses Claude's API, but n8n, Make, and Zapier all have nodes for OpenAI (ChatGPT), Google (Gemini), and Azure (Copilot) too. Swap the AI node and the automation works the same way. The architecture is what matters, not the provider.
</aside>
<aside> ✨
Don't want to run n8n? If the automation you're building fits inside Notion (trigger in Notion, data in Notion, output in Notion or Slack), Notion Custom Agents do a lot of what this guide teaches without any infrastructure. No API keys, no cron jobs, no Docker. See the Custom Agents vs n8n decision table on the Tooling Landscape page to pick your route. Everything in this guide still applies either way, the concepts transfer.
</aside>
<aside> 🔨
This is where "using AI" becomes "building with AI."
We're going to build a complete, working automation from scratch, not a prompt, not a skill, but an actual system that runs without you. By the end, you'll understand how to design, build, and deploy automations that transform how your People team operates.
</aside>
┌─────────────────────────────────────────────────────────────────┐
│ THE AI CAPABILITY LADDER │
├─────────────────────────────────────────────────────────────────┤
│ │
│ LEVEL 4: ARCHITECT │
│ Design AI systems across the function │
│ Build infrastructure others use │
│ │
├─────────────────────────────────────────────────────────────────┤
│ │
│ LEVEL 3: BUILDER ← YOU ARE HERE │
│ Create automations that run independently │
│ Connect systems, build workflows │
│ │
├─────────────────────────────────────────────────────────────────┤
│ │
│ LEVEL 2: PRACTITIONER │
│ Build and refine reusable skills │
│ Maintain context, iterate effectively │
│ │
├─────────────────────────────────────────────────────────────────┤
│ │
│ LEVEL 1: USER │
│ Use AI for individual tasks │
│ One-off prompts, basic outputs │
│ │
└─────────────────────────────────────────────────────────────────┘
Most People leaders are stuck at Level 1-2. This section moves you to Level 3.
We're going to build a New Hire Welcome Automation—a complete system that:
This isn't a toy example. This is a real automation you can deploy.