About me
AI systems · LLM architecture · product strategy
I architect production AI systems for strategy teams.
Forward deployed engineer working at the intersection of AI systems, business strategy, and technology consulting. I turn ambiguous problems into LLM architectures, agentic workflows, and decision products that people actually use — balancing performance, cost, latency, and governance.
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Aircraft fleet supported with ML-driven ops optimisation at IndiGo
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AI/LLM token cost cut via targeted-surveillance architecture
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Long-form articles on AI, analytics & strategy
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Podcasts hosted on business technology & growth
I work at the intersection of AI systems, business strategy, and technology consulting — translating complex business problems into production-ready intelligence systems that people actually use. My background is unusual by design: I came into AI through business and operations, not purely engineering. That shaped how I think — before models, before architecture, before tooling, the real question is always, “what decision are we improving?”
Today I build AI-first systems involving LLM architectures, RAG pipelines, semantic search, agentic workflows, and AI product strategy — leading end-to-end development from concept to production while balancing model performance, latency, cost optimisation, governance, and real-world usability. At IndiGo, one of the world’s largest airlines, I worked across operational analytics and business technology for a 300+ aircraft fleet, leading ML-driven optimisation that delivered measurable cost savings and executive-level decision support.
I’m currently pursuing an MSc in Business Analytics at UCD Michael Smurfit Graduate Business School, with formal training in AI & ML (IIT Kanpur). I write on strategy, analytics, and AI, host two podcasts, mentor early-career professionals, and am open to consulting in Ireland and globally.
What I do
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AI Systems & LLM Architecture
Designing LLM applications, RAG pipelines, semantic search, and agentic workflows — built for performance, cost, and governance from day one.
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AI Product Strategy
Owning product vision and roadmaps end-to-end — from research ingestion to structured outputs — with AI evaluation practices that keep systems reliable.
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Analytics & Decision Intelligence
KPI design, BI, and decision-support systems that turn operational data into executive-ready, defensible decisions.
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Digital Transformation & Consulting
Structured, consulting-style problem solving that bridges business goals with technology adoption, optimisation, and change.
Currently building
ClawbackVault AI
Full-Stack · AI · Fintech — protecting broker commissions from silent client churn.
I own the end-to-end build at Frensei: a targeted-surveillance architecture that replaced full-inbox scanning and cut Claude API spend per broker by 80–90%, a three-stage processing pipeline (header scan → PII-masked body fetch → signal classification) where email bodies never touch the database, and a four-tier churn-signal engine powered by Claude Sonnet 4.6 across 15+ behavioural categories.
- Two-pass Gmail / Outlook fetcher via Gmail API & Microsoft Graph (OAuth 2.0)
- “Ghost Audit” — a 60-second inbox scan surfacing commission-at-risk in real time
- AES-256-GCM encryption, PII masking before every LLM call, prompt-injection protection
- Row-level multi-tenant isolation across EU-West & Asia-Pacific; full GDPR export
How ClawbackVault processes a signal
The live pipeline — drag to explore. Email bodies are PII-masked before any LLM call and never touch the database; targeting only the relevant mail is what drives the cost reduction.
Certifications & recognition
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UCD Advantage Award
University College Dublin · Honor
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Data Strategy
Professional Certification
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Google Project Management
Professional Certificate
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BCG Advanced Analytics & Data Science
Virtual Experience Program
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Data Visualization & Analytics
Experience Program
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Relational Data on Azure
Microsoft
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Google Business Intelligence
Professional Certificate
Tools & stack
AI & LLMs
Data & ML
Platform & cloud
Testimonials