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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 Piskackova — Co-founder & AI Audit Lead — is the research methodology guarantor behind our work. This transparency matches who we are: an AI-native company.

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AI Agents vs Automation Platforms: Which One Fits Your Work

AI agents vs automation platforms, for a small business: what each one suits, what each costs, how each fails, and when a hybrid beats both of them.

10 min readJul 11, 2026
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RPA vs AI Agents: Which Should You Use to Automate?

RPA vs AI agents for a small business: what each suits, what each costs, where each fails, and when the right move is both or fixing the process first.

8 min readJul 3, 2026
Five flat tiles sit in a row along one rail; a small round token travels between them, and the fourth tile carries a pivoting lever, the one step in the sequence that acts on what came before.

What Are AI Agents? Cost and Where a Small Business Starts

An AI agent takes multi-step actions toward a goal rather than only generating text. What that means for a small business, what it costs, and where to start.

6 min readJun 14, 2026
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Human-in-the-Loop Isn't Oversight. It's a Design Discipline.

Human-in-the-loop AI design is a threshold system, not a sign-off button: how to build fallback paths and override logs an auditor will actually accept.

12 min readMay 20, 2026