We build the 90% underneath: the automation infrastructure that enterprise and government rely on.
Never miss an inbound call. Bilingual, calendar-aware, handling intake and triage the moment your line rings. From day one.
A single agent across WhatsApp, website, Instagram and Facebook. Trained on your actual product, policies and tone. Consistent on every channel.
Automated prospecting, qualification and follow-up at scale. Speaks to ten thousand contacts a day without losing tone, judgement, or cadence.
Pipelines, monitoring, executive dashboards. The substrate beneath the visible work. Built for ministerial review and board-level scrutiny.
Multi-agent pipelines that qualify, route, process, and escalate cases end-to-end. Human involvement triggered only at moments of genuine value.
Custom AI personas with bespoke voice, personality, and domain knowledge. Deployed on kiosks, hologram displays, and exhibition installations.
Process text, voice, and image input within a single conversation thread. Facility check-in by document photo. Claim submission by receipt image. Built on ILMU's native multimodal architecture.
AIGE seven-principle alignment built into every deployment. Per-decision audit logs. Bias monitoring. Human-in-the-loop checkpoints. Quarterly governance review for your compliance officer.
Every AI system we build (voice agents, chatbots, automation pipelines, avatars) runs on ILMU, the large language model developed by YTL AI Labs. ILMU is Malaysia’s first homegrown multimodal LLM, recognised by the Prime Minister and the Ministry of Digital as a national AI capability.
This means your data stays in Malaysia, your AI speaks Malaysian, and your deployment is compliant with national AI governance standards by default.
Numbers measured, not modelled. Every engagement handled directly by the founder.
Built a bilingual AI receptionist handling inbound citizen enquiries for a federal agency, with calendar integration for officer appointments and live handover for sensitive cases. Launched in under 14 days; handed over with documentation and a 90-day observation window.
Deployed across WhatsApp, website, Instagram and Facebook as a single coherent agent. Trained on the client’s product, policies, and tone, and fluent in every input their customers actually use.
The volume, timing, and channel diversity of citizen and customer communication today has outpaced what any team can consistently manage without automated infrastructure underneath.
A citizen or customer who enquires is in a decision window that closes in minutes. The average organisation responds in over 42 hours. By then, the moment has passed.
WhatsApp messages arrive at 11PM. Citizen enquiries come on weekends. Organisations that only respond during staffed hours are unavailable for the majority of hours their stakeholders are active.
Nearly a third of all leads that express interest receive no follow-up. The marketing spend to generate them has been paid. The return is zero.
The same question asked by 200 customers gets 200 different answers from different staff, at different times, with different quality. Volume grows. Consistency does not.
WhatsApp, website forms, Instagram DMs, Facebook Messenger, phone, email. Each managed by a different person on a different platform. No unified view of the citizen or customer.
Operations generate enormous quantities of data: call logs, enquiry patterns, conversion ratios, service gaps. Most of it is never structured, never reviewed, and never converted into a decision.
AI deployments for citizen-facing agencies and government bodies. Voice agent handling of inbound enquiries, officer appointment scheduling, and 24/7 availability across all service channels.
Process automation, beneficiary engagement workflows, and structured data acquisition for federal foundations and non-profit organisations supporting national-scale social programmes.
AI Receptionist and Chatbot for appointment booking, patient enquiry handling, and post-visit follow-up. Available 24/7 across WhatsApp and web with full clinical-language calibration.
AI Outbound Caller for life insurance and renewal campaigns. Handles hundreds of simultaneous calls without additional headcount. Bilingual qualification with full audit trail for compliance.
Bahasa Melayu and Bahasa Indonesia localisation for international AI voice partners serving hotel clients. Property developer deployments for sales qualification and post-handover service.
AI Outbound Caller for member re-engagement at subscription end, automated feedback collection, and renewal outreach. No manual follow-up required from trainers or front desk staff.
AI voice agents for field crew scheduling, safety briefing acknowledgement, and permit-to-work workflows. Automated incident reporting and compliance documentation across offshore and onshore operations.
Client intake automation, matter triage, and appointment scheduling across WhatsApp and web. AI-assisted document review routing and deadline reminder workflows for litigation and conveyancing practices.
We don't pitch architecture diagrams. We build the thing, show it to you running against your own data, then contract.
Two weeks inside your operation. We map every inbound channel, every handoff, every drop. Only then do we propose a system.
Architecture, data model, integration plan. Shared openly; reviewed with your engineering and compliance leads before build.
Production rollout in under 14 days. KPIs contracted in writing. Observed for 90 days with weekly reporting to the accountable executive.
Monthly model reviews, new surface area, and calibration against quarterly business targets. We stay embedded.
Six principles we hold to. Every engagement is evaluated against them, including by us.
The architecture matters more than the interface. We build what the customer will never see, because it's the part that makes the visible part work.
KPIs written into the contract. Hours saved, leads qualified, response time. All stated up front and observed for 90 days after launch.
We don't optimise for the first quarter's dashboard. Systems are built to be extended by whoever inherits them, including your future engineers.
Bilingual by default. Malaysian regulatory, operational, and cultural grounding. Engineered to standards you'd recognise from London or Singapore.
Weekly status, visible dashboards, open access to the codebase and the model cards. You see the work while it is being done.
No vendor lock. Systems handed over with documentation, runbooks, and the keys. Your organisation owns what we built, not us.
Every client engagement is handled directly by the people who built the system. Enterprise business strategy, full-stack technical architecture, and hands-on AI engineering. In one team.
The first step is a 30-minute discovery session. At no cost, no obligation. If there is a case for AI infrastructure, we will present it. If there is not, we will tell you that directly.