Conor Maguire
Co-founder, ML engineering
Former data engineer at a Belfast fintech. Conor focuses on model architecture and deployment pipelines. He is particularly interested in time-series forecasting for supply-chain applications.
Ai Guaranteed Edge started in 2019 as a side project between two machine-learning engineers who kept being asked the same question by friends running small businesses: "Can AI actually do anything useful for us, or is it all hype?" The honest answer was "both", and that honesty became the foundation of the company.
We registered formally in early 2020 and took on our first paying client, a Belfast-based logistics firm that needed better route optimisation. The model we built saved them roughly £4,200 a month in fuel costs. Word spread. By the end of that year we had five active projects and our first full-time hire.
Today the team numbers nine people, all based in Northern Ireland. We have delivered 73 projects across retail, professional services, healthcare administration and manufacturing. Some were large (six-month engagements with dedicated infrastructure) and some were small (a two-week proof of concept that answered a yes-or-no question). Both kinds matter to us.
We wrote these down in 2020 and have not changed them since. They are not aspirational slogans; they are rules we use to make decisions when a project gets complicated.
A model trained on bad data will produce confident, wrong answers. If a client's dataset is too small, too noisy or too biased to support the outcome they want, we tell them before any money changes hands. About one in five discovery phases ends with a recommendation not to proceed. That ratio is something we are proud of, because the alternative is charging for work that will disappoint.
A prediction is only useful if the people acting on it understand why the model made that call. We produce plain-language documentation for every model we deploy. Our dashboards show feature importance, confidence intervals and known blind spots. The goal is for your team to trust the system because they understand it, not because we told them to.
Models decay. Customer behaviour shifts, product catalogues change, seasonal patterns evolve. We build retraining pipelines into every deployment and set up alerts that fire when accuracy drops below an agreed threshold. The conversation about who will maintain the model after handover happens in week one, not week twelve.
We quote fixed prices after discovery, not before. Hourly billing creates an incentive to be slow; fixed pricing creates an incentive to be efficient. If the scope changes mid-project we renegotiate openly. No surprise invoices.
Nine people, no middle management. Everyone writes code, talks to clients and reviews each other's work.
Co-founder, ML engineering
Former data engineer at a Belfast fintech. Conor focuses on model architecture and deployment pipelines. He is particularly interested in time-series forecasting for supply-chain applications.
Co-founder, NLP and product
Siobhán studied computational linguistics at Queen's University Belfast. She leads our conversational-AI projects and handles most client-facing communication during discovery phases.
Senior data scientist
Ravi joined from a London-based insurance analytics firm in 2022. He specialises in anomaly detection and fraud-prevention models, and mentors the two junior members of the team.
Data engineer
Aoife builds the data pipelines that feed our models. She manages integrations with client systems including Xero, Salesforce and various bespoke ERP platforms. She has a background in backend web development.
The remaining five team members include two junior ML engineers, a DevOps specialist, a project coordinator and a part-time UX researcher. We introduce the full team during the discovery phase of every project.
Built a route-optimisation proof of concept for a Belfast logistics company during evenings and weekends. The model reduced average delivery times by 11 %.
Registered Ai Guaranteed Edge as a limited company in Northern Ireland. Signed our first three commercial contracts within six months.
Hired Ravi and Aoife. Completed our tenth project, a demand-forecasting system for a mid-size UK retailer that cut overstock costs by 15 %.
Added computer-vision services after a manufacturing client asked us to automate visual quality checks on a packaging line. Defect detection accuracy reached 97.3 % within the first month of production use.
Delivered our 50th project. Cumulative documented cost savings for clients passed £1.5 million. Expanded the team to nine.
Launched a dedicated conversational-AI practice after large language models made custom chatbots practical for smaller businesses. Five chatbot deployments went live in the second half of the year.
We are happy to have an initial call at no charge. If AI is the wrong tool for your problem, we will say so and point you in a better direction.
Go to contact formAddress:
108 Stoney Lane, Konopelski Bridge, NC6 8NF, Northern Ireland, United Kingdom
Phone: +44 7959 006281
Email: [email protected]