2. Complete platform architecture
12 interconnected capabilities
The model's central hypothesis: stronger connections between multinationals, Irish enterprises, research, suppliers, talent and capital improve retention, local contribution and the probability of future expansion — validated through observed outcomes and counterfactual analysis, not assumed from network growth.
FDI Command Center
Investor portfolio, employment, expenditure, exports, R&D, expansion pipeline, regional impact and executive KPIs.
Ecosystem Network OS
Company-to-company, academia, supplier, government, talent and investor relationship mapping.
AI Investment Intelligence
Expansion propensity, investment attractiveness, retention signals, peer benchmarking and explainability.
Quantum Optimization Lab
QUBO matching, portfolio allocation, ecosystem clustering and constrained partnership optimization.
Deep Tech & Innovation Exchange
AI, quantum, semiconductors, photonics, medtech, advanced manufacturing, clean tech and research commercialization.
Economic Correlation Lab
Econometrics, causal inference, time-series forecasting, regional multipliers and investment spillovers.
Agentic AI Collaboration Hub
Autonomous discovery, research, partner shortlisting, introductions, workflow routing and approval-controlled execution.
RAG and Knowledge Intelligence
Grounded search across policies, research papers, investment guides, approved investor records and ecosystem opportunities.
Data Pipeline & Vector DB
ETL/ELT, consent-aware ingestion, embeddings, entity resolution, lineage, quality and governed retrieval.
Knowledge Graph & Network Lab
Entity relationships, collaboration paths, centrality, communities, technology overlap and network gaps.
Neural Feedback & AI Governance
Outcome feedback, model monitoring, drift detection, fairness, human review and controlled retraining.
Digital Transformation Academy
Role-based learning, live simulations, guided workflows, case studies and competency assessments.

Neural Network OS — layered stack