Insights
Field notes on AI strategy, governance, and execution.
Editorial note: Research and drafting are AI-assisted. Methodology claims, regulatory citations, and recommendations are grounded in documented research — every article includes specific source references. Daniela Piskáčková — Co-founder & AI Audit Lead — is the research methodology guarantor behind our work. This transparency matches who we are: an AI-native company.
AI Agents vs Automation Platforms: A Guide for SMBs
AI agents vs automation platforms, compared for SMBs: what each is, the inputs and decisions each fits, cost, failure modes, and when a hybrid wins.
RPA vs AI Agents: Which Should an SMB Use to Automate?
RPA vs AI agents, compared for SMBs: what each is, where each fits, cost, effort, and risk — plus when the smart move is to use both or fix the process first.
What Are AI Agents for SMBs? Cost and Where to Start
An AI agent is software that takes multi-step actions toward a goal, not just generates text. Here is what that means for an SMB, what it costs, and where to start.
Human-in-the-Loop Isn't Oversight. It's a Design Discipline.
Why passive sign-off fails the new oversight bar — and how to redesign HITL as a threshold system, with audit-defensible fallback paths and override logs.