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AI Systems Designer

(AI System Designer, Intelligent Systems Engineer, Machine Learning Systems Designer, Intelligent Systems Developer)

IT & Data

Salary

€55,000 - €110,000/yr

Level

Senior

Outlook

Growing

What does an AI Systems Designer do?

As an AI Systems Designer, you design and build intelligent systems that allow computers to simulate human reasoning, make decisions, and solve complex problems. Your daily work involves developing machine learning models, designing knowledge bases, and creating interfaces that allow AI systems to interact meaningfully with users and other software. You collaborate closely with data scientists, software engineers, business analysts, and senior stakeholders to ensure the systems you build meet real organisational needs. Employers in Ireland include technology multinationals in Dublin's Silicon Docks, fintech companies, enterprise software firms, and increasingly, public sector organisations investing in digital transformation. You are responsible for ensuring that the AI systems you design are secure, compliant with relevant legislation, and integrated effectively into existing ICT infrastructure.

A Day in the Life

Listen: a day as an AI Systems Designer

0:00 / 0:00

You arrive at your desk in a Dublin city-centre office at half eight, grab a coffee, and open your task board. Your team is mid-sprint on a machine learning model designed to flag anomalous transactions for a fintech client. Before the day's stand-up at nine, you review the overnight performance logs from the model running in the staging environment, checking precision and recall scores to see whether yesterday's adjustments to the training data improved results. The stand-up lasts fifteen minutes. You give a brief update on the model's evaluation metrics, flag a data imbalance issue you spotted in the logs, and agree next steps with the data scientist and software engineer on your squad. After the call, you spend the better part of the morning rewriting a section of the feature engineering pipeline in Python, carefully documenting each change so your colleagues can follow your reasoning.

Required Education

Most AI Systems Designers in Ireland enter the field with an NFQ Level 8 Honours Bachelor degree in Computer Science, Artificial Intelligence, Software Engineering, or a closely related discipline, available at universities such as UCD, TCD, DCU, University of Galway, UL, and technological universities including TU Dublin and MTU. Relevant Leaving Certificate subjects that strengthen your application include Mathematics (Higher Level is strongly advised), Physics, Computer Science, and Applied Mathematics. Many practitioners also hold an NFQ Level 9 Master's degree in Artificial Intelligence, Machine Learning, or Data Science, which is increasingly common for specialist roles and is offered by institutions such as UCD, TCD, and University of Galway. There is no single statutory registration body for this role, though professional membership with bodies such as Engineers Ireland or the Irish Computer Society is valued by employers. Springboard+ funded postgraduate programmes in AI and machine learning are available for those looking to upskill or transition into the field. Practical experience gained through internships, final-year projects, and open-source contributions is highly regarded during recruitment.

Required Skills

Career Perspective

Most AI Systems Designers begin their careers in junior software engineering or data science roles, building technical foundations before moving into specialist AI or machine learning positions. With three to five years of experience, you would typically progress to a mid-level or senior AI Systems Designer role, taking ownership of full system design cycles and mentoring junior colleagues. Many experienced designers move into roles such as AI Architect, Principal Engineer, or Machine Learning Lead, or transition into technical management positions. Pursuing an NFQ Level 9 Master's or professional accreditation with Engineers Ireland can accelerate progression, particularly into senior and leadership roles within large technology organisations.

AI Impact on the job

AI tools are transforming the way AI Systems Designers work, with automated machine learning platforms and AI-assisted code generation speeding up prototyping and reducing time to deployment. Rather than displacing designers, these tools are shifting the focus of the role towards higher-level system architecture, ethical oversight, and the governance of AI behaviour. Designers are increasingly expected to work with explainable AI frameworks and to audit the outputs of systems they build for bias, accuracy, and regulatory compliance. The growing complexity of AI ecosystems means that skilled human designers remain essential for defining objectives, interpreting results, and ensuring systems align with organisational and societal values.

Career Ladder

→ AI Systems Designer (Current role)

Employers in Ireland

Organisations in Ireland that employ people in this occupation.

Google Ireland

Multinational

Dublin, Co. Dublin

Design and build AI systems powering global Google products and services.

Microsoft Ireland

Multinational

Dublin, Co. Dublin

Develop intelligent AI systems integrated into Azure and Microsoft 365 platforms.

IBM Ireland

Multinational

Dublin, Co. Dublin

Design enterprise AI solutions using Watson and hybrid cloud AI frameworks.

Accenture Ireland

Multinational

Dublin, Co. Dublin

Build and deploy AI systems for major client digital transformation programmes.

Intellicore

Irish company

Dublin, Co. Dublin

Develop bespoke AI and machine learning solutions for Irish enterprise clients.

HSE (Health Service Executive)

Public sector

Nationwide

Design AI-driven clinical decision support and health data intelligence systems.

Amazon Web Services (AWS) Ireland

Multinational

Dublin, Co. Dublin

Architect and refine AI and machine learning services on the AWS cloud platform.

Stripe Ireland

Multinational

Dublin, Co. Dublin

Design AI systems for fraud detection, risk modelling, and payment intelligence.

Workday Ireland

Multinational

Dublin, Co. Dublin

Build AI-powered HR and finance product features within Workday's core platform.

Orca AI

SME

Dublin, Co. Dublin

Design maritime AI systems for autonomous vessel navigation and collision avoidance.

Science Foundation Ireland (SFI)

Public sector

Dublin, Co. Dublin

Support and co-develop national AI research systems and knowledge infrastructure programmes.

Optum Ireland

Multinational

Dublin & Letterkenny, Co. Donegal

Design AI systems for healthcare analytics, clinical workflows, and predictive modelling.

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