AI infrastructure for governance

RAG architecture for reliable, auditable AI in Malaysia and Asia.

iKB separates knowledge ingestion, retrieval, policy, model routing, channel delivery, and audit so each AI governance control can be inspected and operated independently.

Sources iKB Control Plane Channels Documents Storage Systems Ingestion and Index Retrieval Engine Policy Layer Model Gateway Audit Trail Workspace Messaging API
Governance layers

Controls are explicit at each layer of the AI infrastructure.

Data layer

Connectors, document processing, metadata, content hashing, versioning, provenance capture, and knowledge-graph corpus truth with verified deletion.

Retrieval layer

Agentic tool-selecting retrieval, hybrid search with an exact-phrase floor, reranking, structural anchors, graph evidence fusion, and cross-lingual support.

Policy layer

Topic configuration, prompt versions, guardrails, DLP, retention, moderation, redaction, and permission-gated grounded inference.

Delivery layer

Workspace, web chat, Slack, Teams, WhatsApp, Telegram, API, streaming voice, and one-click document generation using shared controls.

Malaysia deployment patterns

Choose the operating boundary that matches your data, sector, and regulatory posture.

Local document storage and indexing, private relational and semantic data layers, local caching and background processing, and configurable intelligence endpoints mean the core governed knowledge experience keeps working with limited dependence on external SaaS.

HostedFastest path for pilots and standard enterprise knowledge use cases.
Private cloudDedicated infrastructure and tighter environment isolation for sensitive programs.
On-premiseRun the platform close to internal systems, with local inference, a one-command operator CLI, and 18-signal health probes.
Air-gappedOperate within a closed boundary with locally hosted models. Features that need live external sources or hosted models step back; the core governed knowledge experience stays local.
Architecture review

Bring your security, IT, and data teams into the evaluation early.

Schedule review Deployment options