Built by people who've actually
deployed AI in production
Nural AI was founded to close the gap between AI strategy and AI reality in regulated industries. Most firms can tell you what to do. We've actually done it — at scale, in production, under regulatory scrutiny, with measurable outcomes.
Dr. Sam Arora
D.Sc., Computer Science (AI)
Founder & Principal Advisor
Background
Dr. Sam Arora holds a Doctorate of Science (D.Sc.) in Computer Science with a specialisation in Artificial Intelligence, alongside an MSc in IT Services Management. Over a 20+ year career spanning Microsoft, IHS Markit, Bank of America, Deutsche Bank, Allianz, EY, the London Stock Exchange, and Legal & General, he has built a track record of delivering AI and cloud infrastructure that holds up in regulated production environments.
Where others propose AI strategies, Sam has deployed GPU clusters, secured LLM environments against enterprise threat models, built hybrid AI routing systems that cut infrastructure costs by 93%, and designed multi-agent architectures processing tens of thousands of regulated documents per hour.
He has two patent-pending innovations in LLM architecture — a hybrid routing system and a token-grounded hallucination extraction framework — both validated in production at Fortune 500 scale. He also developed the industry's first open-source LLM security scanning framework.
Nural AI brings that production depth to regulated organisations that need more than advice — they need certainty.
Career Timeline
Infrastructure & Systems Engineering
Microsoft India, Capita IT Services — enterprise infrastructure across EMEA
Financial Services Architecture
Markit, Close Brothers, Commerzbank, Bank of America, Deutsche Bank — DevOps and platform engineering for regulated markets
Cloud & DevSecOps Leadership
Vanquis Bank, WPP, Genesis Trading, Nationwide — cloud transformation and DevSecOps for financial services and enterprise
Enterprise Architecture & AI Leadership
EY Insurwave (Blockchain), Defra UK Government, Allianz UK, London Stock Exchange — leading DevSecOps and AI platform engineering
Founder & Principal Advisor, Nural AI
Legal & General (UK & US), Pret A Manger, Chase, Admiral — AI governance, LLM platform architecture, and enterprise AI advisory
Production outcomes
Proprietary intellectual property
Our advisory is backed by innovations developed in production — not theoretical research.
Multi-Model AI Routing Architecture
Intelligent routing between managed LLM APIs and self-hosted GPU clusters based on cost, latency, and compliance requirements. Delivered 93% infrastructure cost reduction in production.
Token-Grounded Zero-Hallucination Extraction
100% traceability in LLM output through token-level evidence grounding. Achieved 97% hallucination detection accuracy with less than 2% false positives.
Open-Source LLM Security Scanning Framework
First-of-kind framework for security scanning of open-source LLM deployments. 85% risk reduction in LLM supply chain exposure for regulated environments.
UK & UAE Advisory Practice
Nural AI Ltd
United Kingdom
London-based advisory practice serving UK and European regulated organisations. Regulatory coverage: UK AI Act, EU AI Act, GDPR, FCA frameworks, NIST AI RMF.
Nural AI FZ LLC
UAE — RAKEZ Freezone
UAE Freezone entity serving GCC enterprise, DIFC/ADGM financial sector, and government digital transformation. Regulatory coverage: UAE PDPL, UAE AI Strategy 2031, NESA.
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