AI governance platform Malaysia

Enterprise RAG, AI knowledge base, and governance infrastructure in one platform.

iKB combines retrieval, model routing, policy controls, channel delivery, and auditability in one operating layer for business-critical AI in Malaysia, ASEAN, and Asia Pacific.

Reliable AI architecture

From source material to controlled answers.

The platform is built around the full answer lifecycle: ingest the right sources, retrieve the right evidence, apply the right controls, and preserve the right record.

01Ingest

Documents, storage, databases, websites, and business systems.

02Retrieve

Hybrid search, structural anchors, reranking, and GraphRAG.

03Control

Model routing, prompt versions, moderation, DLP, and redaction.

04Deliver

Web chat, workspaces, Slack, Teams, WhatsApp, Telegram, and API.

05Audit

Traceability footer, immutable events, exports, and admin review.

Core capabilities

Everything needed to run enterprise AI responsibly in regulated sectors.

AI Knowledge Base

Connect structured and unstructured sources, preserve provenance, and tune retrieval by domain for Malaysian enterprise knowledge management.

  • 25+ document formats
  • 40+ storage connectors
  • Structural anchor retrieval

AI Governance Engine

Evaluate answer quality, enforce policies, and make confidence visible before information travels across banking, healthcare, government, and support workflows.

  • Faithfulness scoring
  • Prompt guard and output scrubber
  • PII redaction

Sovereign Model Gateway

Route across frontier and local models with explicit controls for cost, capability, data residency, and sovereign AI deployment.

  • LiteLLM routing
  • Local model support
  • Per-topic model policy

Channel Layer

Ship the same governed intelligence into the channels your users already trust.

  • Native web chat
  • Slack, Teams, WhatsApp
  • REST API

AI Workspaces

Give teams controlled private spaces for documents, web search, memory, and collaboration.

  • Per-user memory
  • Token budgets
  • DLP controls

Audit-Ready AI System

Record how answers were produced and how the AI knowledge base changed over time.

  • Prompt version history
  • Config change tracking
  • SIEM-ready audit chain
Security and governance

Controls are part of the platform, not a post-launch checklist.

iKB is designed for organizations that need confidence before broad AI deployment. The governance layer travels with every channel and every topic.

Immutable audit eventsAppend-only logs, hash chaining, actor and timestamp attribution.
Prompt lifecycle controlVersioned prompts and tracked configuration changes for every governed knowledge domain.
Data protectionPII detection, redaction, DLP modes, DSAR workflows, and retention policy support.
Deployment sovereigntyHosted, private, on-premise, and fully offline deployments with local inference options.
Latest platform work

Recent releases that matter to enterprise buyers.

Retrieval

Multi-file chat upload

Attach up to 10 files to a single question with full RAG parity, per-file evidence pins, and audit records.

Analytics

Workbook relevance gate

Run pandas analytics only when a question actually needs a workbook, with confidence-gated PDF table promotion.

Skills

Standards-grounded workflows

Governed skills for assessments, reports, learning journeys, and domain-specific operating procedures.

Models

Dynamic provider registry

Expose model capabilities and context windows dynamically across LiteLLM providers and local endpoints.

See the platform

Review iKB against your own risk, data, and deployment requirements.

Request a walkthrough View architecture