Agentic AI Development
Build AI agents that work autonomously on your behalf — researching, deciding, and taking action across multiple systems without constant human input.
LangGraphAutoGenMCP
GenAI · Agents · RAG
AI Solutions & Development — Build AI That Actually Works
Malaysia's specialist for GenAI, agentic AI, and custom AI development since 2006. We deliver AI copilot development, RAG implementation, and autonomous agents — production systems, not proof-of-concepts that gather dust.
Microsoft Technology PartnerMalaysia Digital CertifiedHRD Corp RegisteredSince 2006
Trusted across Malaysian enterprises
Banking, finance, and enterprise teams we work with
Anonymised outcomes from long-term engagements — shared with permission, without naming clients on this page.
“We needed production software, not another demo. The team delivered a digital application we still run today — integrated with our Microsoft stack.”
IT leadership, a leading automotive finance company in Malaysia “Integration was the hard part. They connected our data platform and business systems so the AI solution could run in daily operations.”
Head of Data, one of the largest banks in Malaysia
What We Build
What we build
From standalone chatbots to fully autonomous multi-agent systems — we scope and deliver the right solution for your business stage and budget.
RAG Implementation
Give your AI accurate, up-to-date answers from your own data. We connect your documents, databases, and knowledge bases to LLMs — so responses come from your business, not the internet.
Azure AI SearchpgvectorLlamaIndex
LLM Fine-tuning & Optimisation
Generic AI models give generic answers. We train models on your industry data for higher accuracy, fewer hallucinations, and responses that reflect your business context.
OpenAIAnthropicOpen-source
AI Chatbot & Copilot Development
Deploy intelligent assistants your team and customers actually use — trained on your products, policies, and workflows, across WhatsApp, web, and internal tools.
WhatsAppTeamsREST API
Delivery Stack
How our AI architecture works
Oxydata's AI architecture brings together enterprise data, AI models and business tools to deliver solutions that can answer questions, support decisions and carry out tasks—with human oversight.
Layer by layer
01Channels & Experiences
Users interact through WhatsApp, Microsoft Teams, web copilots, voice or internal tools, bringing AI into their everyday work.
02Interaction Plane
Chat interfaces and APIs connect users and business applications to the AI platform. Human feedback helps teams review responses and improve the experience.
03Agent Tier
Specialised agents research information, support decisions and perform actions. Orchestration coordinates their work, while connected tools enable web searches, document processing, database queries, code execution and workflow automation. Task queues support background processing and parallel workloads.
04Core Platform
Enterprise knowledge connects AI to company documents, databases, policies and systems through retrieval-augmented generation (RAG). Model management allows solutions to use different AI providers according to business requirements. The foundation supports monitoring, evaluation, guardrails, security and data residency requirements.
05Infrastructure
Cloud computing and enterprise data platforms provide the underlying capacity to run, integrate and scale the solutions.
Proof from the field
Published outcomes and case studies
Results and approaches we can point to on Oxydata Insights — linked to full articles, not hypothetical industry stats.
Our Process
From idea to production in weeks
01
Discovery Call
We understand your business, pain points, and data landscape before recommending anything.
02
Use Case & ROI Design
We define the right AI use case, expected outcomes, and a realistic implementation plan.
03
Build & Integrate
Our engineers build, test, and integrate the solution into your existing systems and workflows.
04
Deploy & Optimise
We deploy, monitor, and continuously improve the solution based on real usage data.
Why Oxydata
Built for Malaysian businesses
Malaysian Context
We understand Bahasa Malaysia, local business culture, Malaysian compliance requirements, and how decisions are made here — not a foreign vendor guessing.
Microsoft Technology Partner
Certified partner with deep Azure, Azure OpenAI, and Dynamics 365 expertise. Your AI solutions sit on enterprise-grade, Malaysia-region infrastructure.
Practical Over Impressive
We don't build demos. Every solution we deliver is designed for real adoption, measured by actual business outcomes — not by how good it looks in a slide deck.
In Business Since 2006
We've survived multiple tech cycles. When your AI agent has a production issue at 2am, we'll be here — not a startup that pivoted six months ago.
Model-Agnostic
We work with OpenAI, Anthropic, Google, and open-source models. We recommend what's right for your budget and use case — not what we're paid to push.
End-to-End Delivery
Strategy, build, integrate, train, deploy, support. One partner for the full journey — no finger-pointing between consultants and developers.
Explore Oxydata
Related services
Strategy, build, automation, and data quality — connected capabilities for Malaysian enterprises and SMEs.
AI Consulting Malaysia
Discovery sprints and AI strategy roadmaps before you build.
Learn more →AI Workflow Automation
n8n, WhatsApp, and system integrations that remove manual work.
Learn more →StringRay — Data Quality Audit
Evidence-based data readiness before AI and analytics programmes.
Learn more →IRIS — WhatsApp AI Agent
Official WhatsApp Business API agents for lead qualification.
Learn more →From Oxydata Insights
Related insights
- Agentic AI
Building Autonomous Agents: Advanced Tools and Architectures
A practical guide to building agentic AI for Malaysian enterprises — vectorized knowledge with Postgres and pgvector, LangChain and LangGraph orchestration, composable tools, and a four-layer reference architecture from IRIS and Oxa.
- GenAI
Your College Website Is Losing Enrolments. Here's What AI Actually Fixes.
Most Malaysian college websites fail prospective students at the first enquiry. RAG-powered AI admissions agents answer qualification questions, fees, and booking requests instantly — 24/7 in Bahasa Malaysia or English.
- Automation
WhatsApp AI for Malaysian SMEs: Faster Replies, Better Leads, Less Manual Work
For many Malaysian SMEs, WhatsApp is where business happens — but manual replies create bottlenecks as volume grows. A well-designed WhatsApp AI agent can answer common questions instantly, qualify leads, and free your team for work that needs a human.
FAQ
Common questions
What GenAI services does Oxydata offer in Malaysia?
Oxydata builds agentic AI systems, RAG pipelines, LLM-powered copilots, AI chatbots, and autonomous multi-agent workflows. We also handle prompt engineering, AI evaluation, and LLM fine-tuning on proprietary data — for SME and enterprise clients across Malaysia.
How long does it take to build a GenAI solution?
A focused AI copilot or RAG-powered chatbot typically takes 2–4 weeks from scoping to production. More complex agentic workflows or enterprise integrations with multiple systems run 4–8 weeks, depending on scope, data readiness, and integration complexity.
Do you work with Malaysian SMEs or only large enterprises?
Both. Oxydata has worked with SMEs, GLCs, and enterprise clients including BMW Credit Malaysia, Hong Leong Bank, CelcomDigi, AirAsia, and Petronas since 2006. Our GenAI services are scoped to match your budget and business stage — not priced for Fortune 500 by default.
Which AI models and platforms do you use?
We are model-agnostic. We work with OpenAI (GPT-4o, GPT-4o-mini), Anthropic Claude, Azure OpenAI, Google Gemini, and open-source models including Llama and Mistral. We recommend based on your use case, data sensitivity, and budget — not vendor preference.
Is my business data safe when you build AI solutions?
Yes. We follow strict data handling practices — local and Azure-hosted deployment within Malaysian/SEA data regions, no training of public models on your proprietary data, and full compliance with PDPA Malaysia. For sensitive environments we can deploy entirely on-premise or within your own cloud tenant.
What does an agentic AI system actually do — and is it different from a chatbot?
A chatbot responds to questions. An AI agent takes action — it can browse the web, query your database, send emails, update your CRM, and make decisions across multiple steps without human input at each stage. Agentic AI is appropriate when you want to automate a workflow end-to-end, not just answer queries.
Do you integrate AI with our existing systems?
Yes — integration is central to how we work. We connect AI solutions to your CRM, ERP, ATS, WhatsApp Business, Microsoft Teams, SharePoint, databases, and REST APIs. We build around your existing stack, not as a replacement for it.
How is Oxydata different from a typical IT vendor or system integrator?
Most SIs resell licenses or implement off-the-shelf tools. Oxydata builds custom AI systems scoped to your specific workflow, data, and business logic. We have years of data and AI engineering experience predating GenAI — and we don't oversell what AI can realistically do for your business.
How is your work priced?
We scope and price per project based on complexity, integrations required, and data readiness. We don't publish fixed rates because a 3-week chatbot and a 3-month multi-agent enterprise system are fundamentally different engagements. Talk to us — we'll give you a practical estimate after a 30-minute discovery call, with no obligation.
What happens after the solution is deployed?
We don't hand over a zip file and disappear. Post-deployment we monitor performance, handle production issues, and iterate based on real usage data. Ongoing support and optimisation retainers are available for clients who want a long-term AI partner rather than a one-time vendor.
AI solutions consultation
Ready to build your first AI agent?
Tell us what you're trying to automate or improve. We'll come back with a practical plan — no sales pitch, no jargon.