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I check every now and then on how download numbers of the Notion AI agents I made during the Notion AI Challenge. All three are now at least double digits. Have not seen any feedback yet so I guess they at least work/get the job done lol.
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This is the difference between automation and an AI agent. 🤖
A traditional automation says:
“When X happens → do A → then B → then C.”
It’s predictable, reliable, and perfect for repetitive processes. But what happens when the next step isn’t always the same? That’s where an AI agent comes in.
Instead of following one fixed path, an agent can:
→ Understand the goal
→ Analyze the situation
→ Decide what information it needs
→ Choose the right tool
→ Take an action
→ Check the result
→ Decide what to do next
For example, imagine a lead-generation workflow in n8n.
Traditional automation:
New lead → Scrape website → Find email → Add to CRM → Send email
Every lead follows the same path.
Agentic workflow:
New lead → AI Agent
The agent decides:
🔎 Does this company fit the target profile?
🌐 Should I research the website further?
📊 Is there enough information to qualify the lead?
✉️ Should I generate a personalized message?
⚠️ Is human approval needed before outreach?
The workflow becomes goal-driven instead of purely step-driven.
And this doesn't mean replacing automation.
The most powerful systems combine both:
n8n handles the reliable execution.
AI handles decisions where the path isn't always predictable.
That’s what makes an agentic workflow different from simply adding ChatGPT to an automation.
The future isn't: Automation OR AI
It's: Automation + AI agents + the right tools.
Great visual! "Automation does the work, AI agent decides the work" is probably the clearest way to explain this shift to clients.
If AI made me do anything is to double down on quality, nuances and depth of thought in our work.
Can't wait for the future to come.
Spaciva — AI Automation & Technology Solutions
Designed and developed the Spaciva website to position the company around AI automation, custom software, and technology solutions for businesses.
The website is structured around a clear service-led journey, helping visitors understand what Spaciva builds, who it serves, and how projects are delivered. The experience focuses on communicating complex technical services in a simple, conversion-oriented way.
Key Features
AI automation service presentation
Custom software development positioning
AI agent and workflow solutions
Business-focused service architecture
Conversion-focused landing page
Clear service and solution navigation
Responsive and modern UI/UX
Lead-generation focused CTAs
Structured content and information architecture
Ongoing support and maintenance positioning
My Role
I handled the website strategy, UI/UX direction, frontend development, content structure, and implementation, creating a digital experience designed to turn technical capabilities into clear business value.
Technology
Next.js · React · TypeScript · Tailwind CSS · Responsive Web Development
Focus: AI Automation · Custom Software · AI Agents · Business Solutions · Web Development · Conversion Optimization
