Practical AI training · UK-wide

Build something real with AI. Over one weekend.

Practical AI courses, learning resources and a community for people who want to build, not just watch. Membership is launching at £49 per month.

£49 per monthRecurring membership · Join the launch waitlist

Live, practical guidance Your own working project An active learning community

UK AI expertise. Production building. Practical training.

Courses and community at £49 per month from mccaigs, Scotland's Elite Technical Studio

Learn by building

Not another course you watch and forget.

What makes the training practical?

You arrive with a real problem. You leave with a working AI system and the judgement to keep improving it.

The learning platform guides the method. Live expert support helps you make the important decisions. The member community gives you people to learn with, compare approaches with and keep building alongside after the lesson ends.

SaturdayDay 01

Frame it properly.

Choose the use case, map the workflow and decide where AI genuinely helps.

  • Define the useful outcome
  • Choose models, tools and data
  • Design the first working flow
SundayDay 02

Build it for real.

Connect the parts, test the output and turn a rough prototype into a usable system.

  • Build with expert support
  • Test quality and failure points
  • Ship your working version

The production-build method

From idea to working system.

The framework teaches the decisions behind useful AI: scope, structure, tools, testing and responsible human control.

01

Choose a real problem

Start with a task that is genuinely costing you or your team time. Define the useful outcome before touching a model.

02

Build the working version

Use modern AI tools, structured prompts, data and simple logic to turn the idea into something you can actually use.

03

Test it like a product

Check the output, remove fragile steps and learn where human judgement, rules and AI should each take responsibility.

04

Leave with the build

Finish the weekend with a production-minded system, the skills to improve it and a clear route for what comes next.

Choose a build pathway

Skills that end in something you can use.

Start at your level and build towards a real outcome. Membership brings practical pathways, supporting resources and the community together in one learning environment.

01
Weekend 01

AI productivity systems

Build a dependable workflow for research, analysis, communication or knowledge work.

No-code friendlyIndividual
02
Weekend 02

AI agents that do real work

Design a focused agent with tools, memory, boundaries and a useful job to complete.

BuilderTeam
03
Weekend 03

Deterministic assistants

Combine structured knowledge and explicit rules for answers that need to be reliable and traceable.

ProductionCompany
04
Weekend 04

Ship an AI-enabled product

Move from idea to a usable web product with sensible models, costs and production decisions.

TechnicalFounder

Training built around the learner

One method. Three ways to use it.

For individuals

Stop collecting AI tips. Build something useful.

A focused weekend for professionals, founders, career changers and curious builders who learn best by making.

  • Small, practical cohorts
  • A real project of your own
  • Build support throughout
Join a weekend build
For teams

Give people a shared way to build with AI.

Team-based training that replaces scattered experimentation with common methods, language and standards.

  • Cross-functional delivery
  • Repeatable build method
  • Team playbook to keep
Train your team

British AI Guy membership

Practical AI courses and a community that helps you put them to work.

Your £49 per month membership gives you access to practical AI courses, resources and a community of people learning, experimenting and building with AI. The lessons give you the skills. The community helps you apply them.

Join the waitlist for £49 per month Recurring monthly membership. Membership is not yet open.
Launch price£49

per month

  • Practical AI courses and learning resources
  • A community of people learning and building
  • Shared ideas, workflows and real experiments
  • Practical guidance as AI tools change

Built by somebody who builds

Meet David Robertson.

David Robertson is the founder of mccaigs, Scotland's Elite Technical Studio, and the creator of British AI Guy. He designs and builds practical AI applications, deterministic assistants, automation systems and digital products, often taking ideas from initial concept to working release in a matter of weeks.

Connect with David on LinkedIn
01

Production-first Learn the decisions that make a build useful, dependable and affordable.

02

Plain English Technical ideas explained clearly without removing the substance.

03

Current practice Training shaped by real systems, modern tools and what works now.

AI training across Britain

UK-wide reach. Scottish roots.

Live online delivery makes the same practical AI expertise available across all four UK nations, with company programmes shaped around each organisation.

AI training England

England

Remote weekend courses and practical company programmes for individuals and teams across England.

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AI training Scotland

Scotland

Practical AI training delivered from Edinburgh, with Scotland-specific programmes and expert support.

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AI training Wales

Wales

Practical AI courses for Welsh professionals, SMEs and distributed teams, delivered live online.

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AI training Northern Ireland

Northern Ireland

Hands-on AI skills and production-build training for people and organisations across Northern Ireland.

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Practical AI insights

Clear answers from real builds.

Production-minded guidance on practical AI training, deterministic assistants and building systems that are useful beyond the demonstration.

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A clear guide to what practical AI training should include, who it helps and how to judge whether a course will produce a useful result.

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Why many business assistants need controlled knowledge, clear rules and predictable outcomes more than unrestricted generative intelligence.

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Build method

How to build a useful AI system over a weekend

A practical two-day method for turning one real problem into a working, testable AI build without pretending the first version is finished.

18 July 20269 min read
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View all practical AI insights

Membership waitlist · UK-wide

Join the waitlist for membership launching at £49 per month.

Register your interest in practical AI courses, resources and the British AI Guy community. We’ll use your answers to understand what you want to learn and build.

01

Clear launch price The intended recurring membership price is £49 per month.

02

Courses plus community Learn the skills, then apply them with people building in the real world.

03

No forced marketing Promotional email remains a separate, optional choice.

Membership launching at £49 per month

Join the British AI Guy waitlist.

Share a little about your goals and we’ll contact you when the recurring membership, suitable weekend dates or team places become available.

We’ll use this to contact you about suitable places.
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Direct answers

Practical AI training, clearly explained.

Short answers to the questions people and organisations ask before choosing UK AI training.

What is practical AI training?

Practical AI training teaches you to apply artificial intelligence to a real task and produce a working result. British AI Guy courses centre on building, testing and improving a useful system rather than watching long lectures or memorising theory.

Who is British AI Guy?

British AI Guy is a practical AI education, training and community brand from mccaigs, Scotland's Elite Technical Studio, created by David Robertson. It helps people and organisations build useful AI systems through production-focused learning.

How much does British AI Guy membership cost?

British AI Guy membership is intended to launch at £49 per month. It is a recurring monthly membership that includes practical AI courses, learning resources and access to the wider British AI Guy community. Membership is not yet open, so you can join the waitlist now.

What does the British AI Guy community add?

The lessons give you practical skills. The community helps you apply them by learning alongside other members, discussing tools and workflows, sharing builds, comparing experiments and keeping up as AI capabilities change.

Can somebody really build an AI system over a weekend?

Yes, when the scope is chosen carefully. The goal is not to recreate a frontier model. You learn to combine existing AI models, data, tools and logic into a focused system that solves one genuine problem and is ready to keep improving.

Is the training suitable for non-technical people?

Yes. Some pathways are no-code friendly and focus on workflows, prompts and decision-making. More technical pathways are available for people who want to build agents, assistants and AI-enabled products.

Do you provide corporate AI training for UK companies?

Yes. Company and team programmes can be designed around your real processes, security expectations and adoption goals. The outcome is shared capability and a relevant working prototype, not a generic presentation.

Is training available throughout the UK?

Yes. Live remote training is available across England, Scotland, Wales and Northern Ireland. In-person and company programmes are arranged according to demand and the needs of each group.

Your first useful build starts here

Give AI one weekend. Leave with something real.

Join the waitlist for practical courses, learning resources and a builder community, launching at £49 per month.