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Insights & perspectives

Thinking on AI
for real businesses

Practical perspectives on AI and automation — what they mean for SMEs, and how to act on them.

◆ Featured
The five AI opportunities most SMEs are sitting on right now

Most businesses don't need cutting-edge AI. They need to automate the things they're already doing manually — and five categories come up again and again.

Alex Toppin · 6 min read · June 2025
Process
Why process mapping has to come before AI
5 min read · May 2025
Business case
How to build an AI business case your board will approve
7 min read · May 2025
Implementation
The implementation mistakes that kill good AI projects
4 min read · April 2025

// Latest articles

Automation
What "automation" actually means for a 50-person business

A grounded breakdown of what's realistic, what's not, and where to start.

Alex Toppin5 min →
Tools
AI tools worth knowing about in 2025 — for non-tech businesses

A plain-English guide to the AI tools genuinely useful for SME operations.

Alex Toppin8 min →
Strategy
Don't start with the technology. Start with the problem.

The biggest mistake businesses make when exploring AI is leading with the solution.

Alex Toppin4 min →
ROI
How long does AI take to pay back? A realistic look at ROI timelines

The honest answer: it depends. But there are patterns worth knowing before you invest.

Alex Toppin6 min →
People
AI and your team: how to introduce automation without losing trust

Change management is the part most AI projects underestimate.

Alex Toppin5 min →
Vendor selection
How to evaluate an AI vendor without a technical background

A structured approach to vendor selection that any business leader can use.

Alex Toppin7 min →

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