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

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

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

In-house AI lead vs consultancy vs a productised AI audit, compared on cost, speed and who owns the work — with the scenario each route actually wins.

15 min readJul 23, 2026
What Is an AI Foundation Audit? Definition for SMBs

What Is an AI Foundation Audit? Definition for SMBs

An AI Foundation Audit is an AI opportunity assessment that scores every process on ROI, suitability and risk to rank an SMB's top three automation wins.

7 min readJul 21, 2026
Build vs Buy AI for SMBs: Which Path Fits Your Firm?

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

Build vs buy AI for SMBs, compared: what each path costs in time, talent, and control, when to build, when to buy, and why most SMBs should buy first.

11 min readJul 14, 2026
The AI-native company operating model: unified inputs (email, PDF, ERP, CRM, tickets, docs, knowledge) feed a central AI operating layer that orchestrates Sales, Ops, Finance, Support, Product and HR workflows, with human-review checkpoints, a Data · Memory · Knowledge foundation, governance guardrails (policy, security, evals, audit) and measured outcomes feeding a learn–eval–improve loop — navy and coral 3D isometric on cream.

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
AI Implementation Roadmap for SMBs: Phasing the Rollout

AI Implementation Roadmap for SMBs: Phasing the Rollout

An AI implementation roadmap for SMBs turns a ranked top-3 shortlist into a phased rollout — pilot, stabilise, expand — with oversight built in from day one.

9 min readJun 14, 2026
AI Opportunity Assessment for SMBs: Rank Your Top 3 Wins

AI Opportunity Assessment for SMBs: Rank Your Top 3 Wins

An AI opportunity assessment scores every process and ranks the top 3 by ROI before you commit budget — the move most SMBs skip and pay for in slow payback.

13 min readJun 14, 2026
How to Prioritize AI Use Cases: A Scoring Framework

How to Prioritize AI Use Cases: A Scoring Framework

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

8 min readJun 14, 2026
What Is the Agent Opportunity Score (AOS)?

What Is the Agent Opportunity Score (AOS)?

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

11 min readMay 23, 2026
Decision-maker's buyer guide cover — abstract gradient in deep-blue/teal/coral matching the easyAI cornerstone hero family

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

50 buyer-stage questions for UK/EU SMB AI implementation, across 5 decision-maker personas. Sourced from 252 real buyer questions, evidence-anchored.

28 min readMay 10, 2026
Operations manager reviewing AI workflow dashboards at a UK precision-manufacturing SMB

AI Talent Trap: Why Your Best AI Engineer Isn't on the Market

Hiring an AI engineer doesn't fix your AI problem. The real bottleneck is operational judgement — and the best UK SMB hire is already inside the building.

16 min readMay 10, 2026
Your SMB Doesn't Need More AI Tools. It Needs an AI Strategy.

Your SMB Doesn't Need More AI Tools. It Needs an AI Strategy.

A practical UK SMB framework for replacing ad-hoc per-seat AI subscriptions with a single accountable strategy, audit, and phased implementation sequence.

16 min readMay 9, 2026
Scale, Don't Cut: The SMB Case for AI Without Layoffs

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

AI's strategic case for UK SMBs is scaling output and capacity with your existing team — not headcount reduction via layoffs or hiring freezes.

14 min readMay 5, 2026