AI Adoption, a service of Mullagher Ltd.
Practical AI Adoption,
Without the Hype
Hands-on training that helps teams and leaders use AI confidently, safely and productively. No jargon, no magic, just practical skills grounded in real day-to-day work.
Book a Discovery CallAI is a powerful tool. It is not magic, and it is not going away.
Most teams don’t need another keynote about the future of AI. They need practical help getting real value from the tools available today, safely and sensibly.
This training is delivered by a hands-on practitioner who uses these tools every day to build real products and workflows. The focus is on judgement, not hype: what genuinely helps, what to be careful of, and how to make AI work for your team rather than the other way around.
Who It’s For
Tailored sessions for the people who need to use AI well, whatever their role.
AI Adoption for Non-Coders
For professionals who never intend to write code but want to use AI confidently and responsibly in their day-to-day work. We cover practical prompting, choosing the right tool for the task, and knowing when to trust the output and when not to.
AI for Agile, Product & Delivery Teams
For Scrum Masters, Product Owners, delivery leads and coaches who want to use AI to sharpen backlog refinement, user story writing, retrospectives, reporting and stakeholder communication, without losing the human judgement that matters.
AI for Leaders
For managers and executives who need a grounded, hype-free view of what AI can and cannot do, how to set sensible guardrails, and how to help their teams adopt it in a way that is safe, useful and sustainable.
What We Cover
Practical, hands-on topics that translate directly into everyday work.
Practical Prompt Engineering
How to write clear, effective prompts, structure context, iterate quickly, and get consistent, useful results from tools like ChatGPT, Claude and Copilot.
Safe & Responsible Use
Understanding limitations, hallucinations, data privacy and confidentiality. When to rely on AI, when to verify, and how to keep a human in the loop.
AI Workflow Design
Mapping the real tasks in your role and designing simple, repeatable AI-assisted workflows that save time without adding risk or complexity.
AI Agents & Assistants
A grounded introduction to AI agents and assistants, what they are, where they genuinely help, and how to experiment with them safely.
Document & Information Workflows
Using AI to summarise, extract and organise information from documents and data, drawn from real, hands-on experience building these tools.
Choosing the Right Tools
Cutting through the noise. A practical view of the current tool landscape and how to pick what fits your team, budget and risk appetite.
Our Principles
A responsible, judgement-led approach to adopting AI at work.
Judgement first. AI supports good decisions, it does not replace them.
Start small. Practical experiments beat big-bang rollouts.
Keep a human in the loop, especially where the stakes are high.
Respect data privacy, confidentiality and your organisation’s policies.
Measure what matters. Adopt what genuinely helps, drop what does not.
Ready to make AI genuinely useful for your team?
Whether you need a single practical workshop or an ongoing programme, let’s talk about what would help your people most.