We engineer proprietary AI agents, automated financial risk tools and operational workflows around your business logic—supported by continuous maintenance, prompt optimisation and dedicated cloud infrastructure.
Custom AI automation in Malaysia replaces repetitive manual operations with proprietary software agents connected to company databases, approved financial registries and the official WhatsApp Business API.
Production deployments follow an engineering sprint model: a one-time bespoke build creates the database connectors, workflow logic and vector pipelines. An active operations retainer then covers model routing, drift prevention, API maintenance, monitoring and the agreed uptime target.
Your knowledge, tools and approvals become one orchestrated system—with a human handover whenever judgement is required.
Your operational logic, translated into software.
WhatsApp Cloud API
Approved vector sources
CRM tag + team handover
Sales teams lose days pursuing prospects that later fail financial checks or present a high invoice-default risk.
Purpose-built ingestion pipelines can cross-reference authorised corporate registry, financial and credit data. The system parses debt exposure, legal actions and payment history to produce an explainable Approved / Caution / Rejected risk index for management review.
Fingerprint machines fail, while per-employee HR subscriptions become expensive as the workforce grows.
Lightweight attendance applications run in your private cloud. Teams check in through validated WhatsApp location coordinates or encrypted rotating QR tokens, with records synced to your SQL, payroll or reporting system.
After-hours leads abandon conversations when accurate answers do not arrive quickly.
The official Meta WhatsApp Business Cloud API connects to a Retrieval-Augmented Generation (RAG) layer grounded in your approved documentation. The agent answers product questions, qualifies budgets, books appointments and updates your CRM, with response targets defined during solution design.
External financial data connections require the client’s licensed access and provider approval. Automated scores support—not replace—authorised human decision-making.
The engineering build creates your system. The active intelligence retainer keeps that live system accurate, secure and compatible as models, APIs and business rules change.
Every tier separates the initial engineering build from the ongoing resources required to run and maintain it.
For local service businesses. Active retainer from RM 150/month for API health checks, uptime monitoring and server upkeep.
For high-volume, multi-turn enquiries. Active retainer from RM 450/month, including the agreed model allowance.
For corporations requiring internal tools and external data bridges. Active retainer is tailored to compute, API usage and SLA.
*Subject to data-provider licensing, API availability and client authorisation. Final scope, response targets, data handling, IP handover and SLA are documented in the proposal.
Private environments, role-based access and provider controls selected for your risk profile.
Approved sources, versioned updates and validation before changed content goes live.
Conversation review, edge-case correction and prompt tuning throughout the retainer.
Monitoring and patches for upstream schema changes, quota issues and integration failures.
