
Ivan Cheng
Managing Director & CEO
Leads company strategy, partnerships, and enterprise growth, with experience across business strategy and digital transformation.
About Catalyst AI
Catalyst AI is a Malaysian applied AI company serving mid-market and corporate organisations. We combine productized solutions, enterprise AI engineering, integration, and assurance to put AI into operational use with clear controls.

The challenge for most organisations is no longer access to AI. It is turning AI into something reliable enough to sit inside a real workflow.
That requires more than a model. It requires business rules, data, integrations, permissions, evaluation, human oversight, evidence, and an operating model after launch.
Catalyst AI exists to build that full system.
We build products and applications for document-heavy, knowledge-heavy, and operational work. We productize what repeats and configure it around each client's environment.
We help organisations define, review, evaluate, and evidence the controls around AI systems, including systems built by other teams or vendors.
We start from repeatable solutions and reusable components instead of treating every engagement as a blank-page build.
Important workflows begin with a clear specification and finish with tests, evidence, and documented controls.
We separate deterministic rules, human decisions, and probabilistic AI reasoning rather than blurring them together.
We design around client requirements and keep the core architecture portable across model and cloud choices where practical.
Governance, evaluation, traceability, and human oversight are considered as part of the system design, not added after the demo.
Production systems require monitoring, support, change control, and improvement after launch.
Written specifications, reusable components, AI-assisted engineering, testing, and evidence.
Portable solution cores that can integrate with major cloud, model, data, and enterprise platforms according to client requirements.
Governance, risk review, evaluation, traceability, and evidence across the AI lifecycle.

Managing Director & CEO
Leads company strategy, partnerships, and enterprise growth, with experience across business strategy and digital transformation.

Chief Sales Officer
Leads commercial engagement and go-to-market, helping clients identify practical AI opportunities tied to business outcomes.

Chief Technology Officer
Leads solution architecture, engineering, delivery quality, and the systems that make AI applications reliable in production.
We design around client requirements and work with major cloud, model, data, and enterprise platforms where they fit.





Technologies we work with. Listing does not imply a formal partnership.
Bring us an operational problem, a document-heavy workflow, or an AI system that needs stronger governance. We will help identify the right starting point.
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