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.
Cornerstone
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.
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.
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.
AI Literacy Under Article 4: The EU AI Act Duty in Force
The EU AI Act's Article 4 AI-literacy duty has bound providers and deployers since 2 February 2025 — what it requires and how to evidence it.
How Do You Answer an EU AI Act Vendor Questionnaire?
A customer sent you an EU AI Act vendor questionnaire. Identify whether you are a provider or deployer, map each question to a document, and attach the evidence.
EU AI Act Article 50: AI Transparency and Labelling
EU AI Act Article 50 makes you tell people when they deal with AI and mark AI-generated content from 2 August 2026 — the four duties and example wordings.
EU AI Act Compliance for SMEs: The Documentation Guide
A deployer-first EU AI Act compliance guide for SMEs: the five-step path, the nine-document pack, and the corrected post-Omnibus 2026 timeline.
EU AI Act Deadlines in 2026: What the Omnibus Changed
The corrected EU AI Act timeline after the Digital Omnibus: what moved to December 2027, what still lands on 2 August 2026, and what to do first.
EU AI Act Fines and Penalties: How They Work (2026)
EU AI Act fines reach €35 million or 7% of worldwide turnover under Article 99. How the three penalty tiers work, when they apply, and what cuts exposure.
Internal AI Use Policy: What It Must Contain (2026)
An internal AI use policy is how a deployer operationalises the EU AI Act for staff — what it must contain, who owns it, and how to keep it a living document.
Who Does the EU AI Act Apply To? US, UK, Swiss Firms
The EU AI Act applies by role and market, not location: US, UK and Swiss firms are in scope when they sell AI into the EU or its output is used there.
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.
GDPR Accountability: What EU Companies Must Document
GDPR accountability means proving compliance, not just claiming it. The records EU companies must hold — ROPA, DPIA, policies — and how to build the set.
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.
AI Customer Support Triage Automation: An SMB Guide
AI customer support triage automation classifies, prioritises and routes tickets faster without new headcount. What it costs, what it saves, and when it fits.
AI for Accounts Payable Automation: A UK SMB Guide
AI for accounts payable automation cuts invoice cost and late-payment risk. What it realistically saves a UK SMB, and how to know if AP is your first move.
AI for Order Processing: The Wholesaler's ROI Guide
AI for order processing cuts order-entry errors and frees ops staff. Realistic costs, savings, and how to tell if it's your right first automation.
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.
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.
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.
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.
Which Process to Automate First? A Decision Framework
Which process to automate with AI first? Pick the highest-suitability, lowest-risk early win over the highest-ROI one — a decision framework for SMBs.
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.
How to Build an AI Register in 90 Minutes (EU AI Act)
A 90-minute, five-step build for the AI register European SMBs need under EU AI Act Article 26 and ICO guidance. Starter columns, pitfalls, owner rules.
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.
Local LLM vs Cloud LLM Data Security: The Wrong Question (2026)
The mainstream answer to AI data security is to run a local LLM. For most firms it solves the wrong problem at the wrong cost. The real exfiltration channel is shadow paste on personal ChatGPT accounts — and the right control is sanctioned cloud with data classification and DLP.
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.
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.
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.
AI Governance From Day One: SMB Cost of Retrofitting Compliance
AI regulations are converging — EU AI Act (Aug 2026), US state laws, Asia. SMBs that build governance from day one avoid the GDPR-style retrofit cost trap.
AI Is Not a Tool You Buy. It's an IT Integration Project (2026).
AI vendors sell a tool; SMBs receive an IT integration project. Identity, data, monitoring, and observability work make up 60–70% of real cost.
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.