AI & Machine Learning Strategy
Defining AI investment priorities, build-vs-buy decisions, and model governance frameworks. From LLM adoption strategies to production ML pipelines — grounded in what actually ships.
AI · Data · Cloud
The Logic Layer is an independent consulting practice helping senior leaders navigate AI, data, and cloud transformation — from strategy through delivery.
Get in touch20+
Years of experience
APAC
Regional focus
3
Major cloud platforms
About
The Logic Layer is an independent consulting practice focused on AI, data, and cloud strategy. We work with senior leaders — CxOs, boards, and executive teams — who need rigorous, commercially grounded advice on technology transformation.
Our engagements range from strategic roadmaps and architecture reviews to embedded advisory roles and programme leadership. We bring both the quantitative depth to stress-test technical decisions and the commercial fluency to tie them back to business outcomes.
Based in Singapore, with deep networks across Asia Pacific, Australia, and globally. Comfortable operating in complex, matrixed organisations across financial services, government, and technology sectors.
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What we do
Defining AI investment priorities, build-vs-buy decisions, and model governance frameworks. From LLM adoption strategies to production ML pipelines — grounded in what actually ships.
Designing scalable data platforms: lakehouses, data mesh, real-time streaming, and semantic layers. Translating architecture into delivery plans that teams can execute.
Cloud operating model design, workload migration sequencing, and cost optimisation. AWS-primary, with multi-cloud experience across Azure and GCP.
Building analytics capability from the ground up — data products, self-serve tooling, KPI frameworks, and the organisational structures that sustain them.
Programme leadership for large-scale technology change. Bridging the gap between strategy and execution — from business case through to benefit realisation.
Independent technical assessment for M&A, investment, and board-level decisions. Stress-testing architecture, team capability, and technology debt.
Selected engagements
Client names are confidential. Engagements are anonymised by sector.
Contact
Available for advisory, consulting, and strategic engagements across AI, data, and cloud.