Mikołaj Dębicki
Miko leads growth at Metorial, where he helps enterprises give their teams one governed way to connect AI to their systems. He looks at growth from the engineering side, and spends most of his time with IT and security leaders turning stalled AI rollouts into adoption people can actually trust.
Blog Posts
Engineering
An MCP server changed. How do you know what broke?
Protocol compatibility does not guarantee that a tool still behaves the way your workflow expects. A release process should test both contracts and outcomes.
Mikołaj DębickiProduct
The same task, two ways: what changes when AI can act, not just answer
An illustrative walkthrough of one workflow done two ways, plus the production data on why the gap between chatting and acting is this large.
Mikołaj DębickiOpinion
The best argument we've shipped came from a sales call, not a keyword tool
A keyword tool can only surface words that already have search volume. Here's the weekly habit we use to find the words before that happens.
Mikołaj DębickiWhy we didn't fight for the word "control plane"
Opinion
Metorial vs Runlayer (2026)
Comparison
Metorial vs Arcade.dev: Full Comparison (2026)
Comparison
What I actually handed the agent
Opinion
Metorial vs Composio: Best Platform for AI Agent Integrations in 2026
Comparison
MCP Server Hosting for Organizations: A Guide
Product