Intelligence,
engineered to run
your enterprise.
Governed AI agents and intelligence systems deployed inside your existing environment — built for organisations of 500+ people that need speed without losing control.
- 100%
- Human-governed actions
- 04
- Productized solutions
- In-region
- Deployment
[ 01 ] Solutions
Four engines.
Configured, not coded from zero.
Productized AI foundations configured around your systems, data, business rules and governance — so you reach production in weeks, not quarters.
Document Intelligence
Turn documents, forms and unstructured content into structured, validated data your systems can act on.
Agentic Workflow Automation
Multi-step processes become governed agents that route work, take system actions and pause for approval.
Retail Intelligence
Sales, campaign and customer data turned into timely recommendations and coordinated, approvable actions.
Enterprise Knowledge Assistant
Permission-aware answers with evidence, drawn from your documents, policies and procedures.
[ 02 ] Any data · any system
Plugs into the stack you already run.
The agent connects to your documents, data and enterprise systems and operates inside your environment. No rip-and-replace.
[ 03 ] Operating model
From signal to action in five governed steps.
- 01
Knowledge & Data
Documents, systems, signals.
- 02
AI Reasoning
Retrieve, evaluate, decide.
- 03
Human Approval
Authorised sign-off.
- 04
Business Action
Execute in your systems.
- 05
Monitoring
Quality, cost, audit.
// Every step logged, evaluated and subject to human approval where it matters.
[ 04 ] Designed for production
Built to operate beyond the demo.
Production AI needs more than a good model. Every control below maps to a mechanism we implement — not a slogan.
Role & attribute permissions
RBAC/ABAC enforced on retrieval and actions — answers respect entitlements.
Audit trails
Every answer and action logged with inputs, sources and acting identity.
Model evaluation
Test sets and evaluation runs gate changes before they reach users.
Observability
Live dashboards on quality, latency, errors and drift.
Human approval
Sensitive actions held until an authorised person confirms.
Data governance
Residency, retention and redaction applied to inputs and logs.
[ 05 ] Where we apply AI
Where governed AI changes the day-to-day.
Retail & Commerce
Primary focusMerchandising, campaigns, planning, customer data and store performance.
Customer Operations
Core capabilitySupport assistants, routing, case automation and employee copilots.
Internal Operations
Core capabilityHR, procurement, policy, compliance and finance workflows.
Banking & Financial Services
Sector experienceDocument-intensive, governance-heavy processes at scale.
[ 06 ] Sovereign AI
Your data stays in your jurisdiction.
For banking, government and regulated sectors that must keep AI under local rules — designed for Malaysia and the wider region.
Local-language capability
Understands and responds in the languages your teams and customers use.
In-country data residency
Sensitive information never leaves the jurisdiction that governs it.
Local model deployment
Models run in your environment or a controlled local deployment.
[ 07 ] Leadership
Business, technology and enterprise experience.
Ivan Cheng
Managing Director & CEO
Leads strategy and enterprise partnerships. Making AI practical and accountable inside real operations.
Adison Lee
Chief Sales Officer
Leads commercial engagement with mid-market and enterprise clients, scoping high-value use cases.
Homam Alghorani
Chief Technology Officer
Leads solution architecture and engineering — governance, evaluation and reliable AI in production.
[ 08 ] FAQ
Questions enterprises ask us.
Catalyst Edge AI is an enterprise AI consulting and solutions company based in Petaling Jaya, Malaysia. We deploy secure, governed AI assistants, agentic workflows and intelligence systems inside the existing environments of mid-market and enterprise organisations.
Organisations with roughly 500 employees and above — mid-market companies and enterprises in retail and commerce, customer operations, banking and financial services, logistics, manufacturing and other regulated industries.
We offer four productized solution foundations — Document Intelligence, Agentic Workflow Automation, Retail Intelligence and Enterprise Knowledge Assistant — configured around your systems, data, business rules and governance. That means faster time to production and lower delivery risk.
Because our solutions are configured rather than built from scratch, a focused use case typically moves from discovery to a governed pilot in weeks, followed by a staged production rollout with evaluation and monitoring in place.
Yes. Solutions run in your cloud tenancy or a controlled in-region environment. Models can be deployed in-country to meet data residency, sovereignty and control requirements.
Every answer and action is logged with its inputs, sources and acting identity. Role- and attribute-based permissions are enforced on retrieval and actions, changes are gated by evaluation runs, and sensitive actions pause for human approval.
Yes. The AI connects to your CRM, ERP, ITSM, data platforms, document stores and cloud storage and operates inside them — no rip-and-replace.
Yes. Our assistants understand and respond in the languages your teams and customers use, including Bahasa Malaysia, English and Chinese.
Start a conversation
Put governed AI to work in your environment.
Bring a process that is slow, fragmented or hard to scale. We'll map it to a solution you can trust in production.
Discuss an AI use case