How to choose an AI training provider in Ireland and the UK
Choosing an AI training provider is harder than it should be, because almost every proposal looks the same on paper. Everyone offers hands-on sessions. Everyone mentions your sector. Everyone has a case study.
The differences show up in questions most buyers do not think to ask until the second cohort has finished and nothing has changed.
Seven questions that separate one AI training provider from another
What happens between sessions? A single day of training produces enthusiasm and no behaviour change. Ask how the gap is used directed practice on real work, a facilitator reviewing it, or nothing at all.
Whose documents are in the room? Generic exercises teach generic skills. Training built on your tender responses, your cost plans, your correspondence teaches the thing you actually need, and it exposes the data questions early rather than late.
What do they refuse to do? A provider who says yes to every scope is selling attendance. The useful ones will tell you when training is the wrong intervention when the real problem is a broken process or an absent policy.
Who is in front of the room? Ask whether the person teaching has done the work or has only taught it. In a regulated sector this shows within twenty minutes and the room knows.
How is success measured? Attendance and satisfaction scores are not outcomes. Ask what they will measure and when, and whether they will still be measuring it in three months.
What is the position on data? Client confidentiality, project material under NDA, personal data. A provider who has not thought about this before you raise it has not worked in your sector.
What happens when the tools change? Copilot and Claude ship meaningful changes monthly. Ask when the material was last updated and what the update cycle is.
Where an AI training provider fits with Irish and British funding routes
In Ireland, Skillnet Ireland part-funds enterprise training through industry networks, and many AEC firms route training spend through it. Professional bodies matter too: Engineers Ireland sets CPD expectations that structured AI training can count toward.
In the UK the equivalent conversations run through sector skills bodies and CITB-registered routes for construction employers. Worth checking before you assume the full cost sits with you.
What an AI training provider cannot do for you
Say this out loud during procurement and watch how the provider responds.
Training will not fix an undocumented process. If your specification review has no written method, adding AI produces faster inconsistency, and the honest answer from a provider is to fix that first.
Training will not survive a fee model that rewards hours. Where the commercial structure prices time rather than outcome, a genuine time saving reads as lost revenue. No course overrides that arithmetic, and it is a board conversation rather than a training one.
Training will not create adoption on its own. Capability is an organisational property, not a personal one, and the difference between the two is covered in the AI capability framework.
Comparing AI training provider proposals without being sold to
Put the proposals side by side and strip out everything both say. What remains is the actual offer.
Then ask each one the same awkward question: what does a competent person in this role do differently the week after, that they could not do the week before? A provider who answers in terms of observable behaviour is thinking about your outcome. A provider who answers in terms of modules covered is thinking about their delivery.
Ask for a reference from a cohort that finished at least three months ago, not one that finished last week. Enthusiasm at week one tells you nothing.
What to do before you approach an AI training provider
Map where AI is already being used in the firm. It is always more than the approved list shows, and that map changes the brief.
Pick the workflows you want changed, by name. Three is plenty.
Decide where released time is going to go, before the training rather than after. This is the most commonly skipped step and the one that determines whether anything sticks.
Choosing an AI training provider for an AEC firm specifically
Sector fit is not a marketing claim; it is whether the exercises survive contact with the room. A structural engineer will know within one exercise whether the person who wrote it has read a specification.
Ask, too, how the provider structures training across different roles rather than running one session for everyone, and how they expect you to prove it worked. The measurement side of that is covered in AI training ROI.
AI Institute has trained over 1,300 professionals across construction, engineering, architecture and surveying, and the built environment programmes are built around those workflows rather than adapted to them. The current course list shows what runs publicly.
