If you run a business in Scotland and have decided your team needs to get better at AI, you have more options than you might think, and they are not interchangeable. We are one of them, so read this with that in mind. But the comparison below is the honest one we would give a friend.

Free online courses

Google, Microsoft, LinkedIn Learning and the universities all offer free or cheap self-serve AI courses. They are genuinely good for background: what AI is, roughly how it works, the vocabulary. The better ones now build in practical exercises too, so this is no longer only watching.

The catch is completion and transfer. Self-paced learning is easy to postpone, and finishing the exercises in a course is not the same as applying AI to a live proposal, a real spreadsheet or a client email. Unless people have a reason to use what they learned soon afterwards, much of it is lost.

Good for: curious individuals, background knowledge, zero budget. Less good for: changing how a whole team actually works.

Public and funded business support

Before you pay anyone, look at what is already there. Business Gateway runs AI events and workshops through its regional offices, and Scottish Enterprise has an AI readiness programme for Scottish SMEs with hands-on workshops and one-to-one expert consultations. Your regional enterprise agency and local business network will have more.

The price is hard to argue with, and some of it is very good. The limits are availability and fit: dates, locations and eligibility vary by region and by programme, so check what a given one costs and who qualifies before you plan around it. And an open workshop cannot be built around your team's own processes, because it was not designed to be.

Good for: getting started, testing whether there is appetite, and businesses that qualify for funded support. Less good for: training a whole team together on your own work.

Colleges and universities

Scotland's colleges and universities run evening classes, short courses and CPD programmes on AI and data skills, some eligible for funding support. The teaching is structured, and some courses carry recognised academic credit or CPD, though it is worth checking exactly what a particular certificate represents.

Most open courses are designed around individual enrolment rather than moving an intact team together. The material is general by design, the timescales run in weeks or months, and your business's tools, data and rules never enter the room. One person comes back knowing more; the team around them works the same way it did before. Some business schools will run a closed cohort for a single organisation, which fixes that and is priced accordingly, so ask if that is what you need.

Good for: individual development, formal credentials, funded routes. Less good for: speed, and moving a whole team at once.

Strategy and transformation consultancies

The larger consultancies will do strategy reviews, AI roadmaps and transformation programmes. For a complex organisation with budget, that can be the right call.

For a typical small or mid-sized business it is usually too much machine for the job. Engagements are scoped in months and billed accordingly, and training may be one part of a much larger piece of work, which makes the cost and the timescale disproportionate when workforce confidence is the actual problem. If the problem is "our people don't use these tools well", a roadmap does not fix it.

Good for: large organisations with structural questions. Less good for: a ten-person firm that needs its team confident by next month.

In-house team training

The fifth option is a trainer working with your team, on the work they actually do, in one concentrated session. This is what we do, so here is the case for and against.

The case for: everyone learns together, on real examples from your world. Because the whole team learns at once you get a shared starting point, rather than one enthusiast trying to convert everybody else. Done well it takes a day rather than a term, and a day is enough to build confidence and practise a different way of working. Whether it sticks after that depends on what managers reinforce, which is a management job and not a training one.

The case against: it costs more than a free course, and quality varies wildly between providers. Anyone can call themselves an AI trainer.

Whoever you pick, ask three questions: how much of it is hands-on? Will people work on examples from their own jobs? And how will you know afterwards whether anything changed?

What we offer, for the record

The AI Lab is based in Edinburgh and delivers across the UK. Confident & Safe AI is for up to ten people, delivered in one day in person or two half-days online. Founding rates start at £1,960 +VAT online or £2,360 +VAT in person. See current prices and founding-offer conditions. Training can be booked directly. Benchmark Lab’s free Personal AI Index covers individual working habits, while the AI Adoption and AI Governance indices cover organisational practice. Review repeat findings alongside evidence from work, allowing for changes in versions, scoring and respondents. A score change alone does not prove that training caused an improvement.

If another route on this page fits you better, take it. The right training is the one your people will finish, apply and keep using. A team learning AI badly with us would be a worse outcome than a team learning it well anywhere else.

Written with Claude, then steered, cut and checked by me. I answer for it.

Finlay Carmichael
Finlay Carmichael
Finlay Carmichael is the founder of The AI Lab, helping teams put AI to practical use through hands-on training and clear advice. He brings nearly 30 years' experience building and leading a Microsoft Business Solutions partner, working with hundreds of clients across the UK. Request a call

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