Mission-Critical AI for Real Operations
I help organisations turn AI from scattered experimentation into operating capability - from strategy and governance through to hands-on delivery and production embed.
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Where I Add Leverage
AI Operating Model Design
Define where AI fits in your business: governance, risk controls, capital allocation, vendor choices, and internal capability structure.
AI Readiness & Roadmapping
Select the initiatives that matter, sequence them properly, and convert ambition into an investable plan with measurable outcomes.
End-to-End AI Delivery
Design, build, and deploy AI-enabled systems — directly or by leading delivery teams — from architecture through to production integration.
Embedded Decision Systems
Move from concept to operational decision support in regulated or high-stakes environments, with auditability and control built in.
Methodology
How I Approach AI
Start with business judgement
AI supports strategy and capital discipline. Technology follows economic logic.
Design before you build
Clarify governance, sequencing, and accountability before writing code.
Build for workflow, not demos
Systems must integrate into real operations, not sit beside them.
Govern from day one
Risk controls, evaluation frameworks, and oversight are designed into the system from the outset.
Track Record
Selected Experience
Enterprise AI capability build within regulated financial analytics firm
GPU-accelerated Monte Carlo modernisation replacing legacy modelling stack
Multi-site production optimisation delivering €3.5M+ annual savings per plant
AI-enabled document analysis and decision support in confidential financial workflows
Mobility intelligence product for telecom and infrastructure clients
Background
About
I have 15+ years delivering decision-critical systems in financial services and industry.
My background spans modelling, optimisation, enterprise AI architecture, and executive advisory.
Clients work with me as a strategic advisor, a delivery lead, or a single accountable partner from initial diagnostic through to production system.
Based in Ireland, working internationally.
Get in Touch
Let's Talk
If you're serious about putting AI into day-to-day operations - not just proofs of concept - Let's talk.
info@lastmile-ai.com