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

All Prioritisation EU AI Act Process automation AI agents Governance & GDPR AI Visibility

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How to Calculate AI Payback for a Small-Business Project

Learn how to calculate AI payback with a clear cost register, measured monthly savings, a simple formula and honest no-go checks for small teams.

15 min readAug 26, 2026

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In-House AI Lead vs Consultancy vs Audit: How to Choose

In-house AI lead vs consultancy vs a productised audit, compared on cost, speed and who ends up owning the work, with the case each route genuinely wins.

16 min readJul 23, 2026

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What Is an AI Foundation Audit? A Plain Definition

What is an AI Foundation Audit? A productised opportunity assessment that scores every process on ROI, suitability and risk, then ranks your top three.

7 min readJul 21, 2026

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Build vs Buy AI for Small Business: Which Path Fits Your Firm?

Build vs buy AI for a small business: what each path costs in time, talent and control, when building is justified, and why most firms should buy first.

11 min readJul 14, 2026

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The AI-Native Company: AI in Every Workflow, Governed

An AI-native company runs AI in every workflow with humans at the right checkpoints — one governed operating layer over unified data. Here is the model.

11 min readJun 19, 2026

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AI Implementation Roadmap for Small Business: Pilot to Scale

An AI implementation roadmap for a small business turns a ranked top-three shortlist into phases: pilot, stabilise, expand, with oversight from day one.

10 min readJun 14, 2026

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AI Opportunity Assessment for Small Business: Rank Your Top 3

An AI opportunity assessment for a small business scores every repeatable process and ranks the top three by payback before any budget is committed.

16 min readJun 14, 2026

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How to Prioritise AI Use Cases: A Scoring Framework

How to prioritise AI use cases: inventory every process, score each on ROI, suitability and risk, combine into one number, and cut to a defensible shortlist.

12 min readJun 14, 2026

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What Is the Agent Opportunity Score? The AOS Method Explained

The Agent Opportunity Score (AOS) is the 0–100 framework behind every AI Priority Map audit — ranking your processes across ROI, suitability and risk.

11 min readMay 23, 2026

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50 Questions to Ask Before Implementing AI: A Buyer's Guide

50 questions before implementing AI, distilled from 252 real buyer questions and grouped by the five people who ask them, each answer sourced.

28 min readMay 10, 2026

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Hiring an AI Engineer? Your Best One Is Already on the Payroll

Hiring an AI engineer rarely fixes the problem. The bottleneck is operational judgement, and below 500 staff the better AI lead is already on your payroll.

17 min readMay 10, 2026

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You Don't Need More AI Tools. You Need an AI Strategy Framework

An AI strategy framework replaces ad-hoc per-seat subscriptions with one accountable plan: audit the footprint, consolidate it, then implement in phases.

16 min readMay 9, 2026

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Scale, Don't Cut: The Business Case for AI Without Layoffs

The case for AI without layoffs: scale output with the team you have. The enterprise cutting playbook targets work a smaller firm does not have enough of.

15 min readMay 5, 2026