Services
End-to-end cognitive AI delivery for Singapore and APAC.
Cognitive AI systems
We architect multi-step reasoning systems that combine retrieval, tools, and policy guardrails. Ideal for research desks, compliance workflows, and operations centres that need traceable decisions — not black-box outputs.
- Use-case workshops and success metrics
- Reference architectures for VPC and hybrid cloud
- Pilot deployment with evaluation harnesses
Neural architectures
Custom model design spanning transformers, graph neural components, and ensemble pipelines. We emphasise maintainability: modular services, clear boundaries, and documentation your team can extend.
NLP & knowledge graphs
From document ingestion to semantic search and graph-augmented RAG — built for English and multilingual APAC content with entity governance and lineage tracking.
Custom model development
Fine-tuning, distillation, and domain adaptation with rigorous offline and online evaluation. We align with your risk appetite — no unfounded accuracy claims, only measured benchmarks on your data.
MLOps
CI/CD for models, feature stores, monitoring, and incident playbooks. Supports AWS Singapore, Azure Southeast Asia, and GCP asia-southeast1 regions.
Discuss MLOps