RAG development · Kuala Lumpur

RAG development services in Kuala Lumpur

A senior team a short time-zone hop away, building products ready to scale across the region.

Clarigo Infotech builds retrieval-augmented generation (RAG) systems: AI search and assistants that find the right information in your documents, databases and knowledge base, then answer with sources. RAG keeps answers accurate and current without retraining a model, and respects who is allowed to see what.

Malaysian businesses most often hire us for fintech, e-commerce and AI customer service.

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10+

Years of delivery

600+

Projects delivered

20+

Countries served

25-30

Days to a live MVP

Get a free consultation

Tell us what you need. A senior engineer replies within one working day.

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What matters to Kuala Lumpur teams

Efficiency and regional scale

Businesses across Singapore, Malaysia and Hong Kong want efficient delivery and products that work across several markets and languages.

01

Close time zone

Two and a half hours from India, so most of the day overlaps.

02

Built for several markets

Multi-language, multi-currency and local payments for regional growth.

03

Fintech-grade security

Secure architecture and data handling designed around local privacy laws.

04

Efficient delivery

Senior engineers at offshore rates, with a production launch in 25 to 30 days.

What we do

What we build with RAG

Chat with your documents

Ask questions across PDFs, policies, manuals and contracts and get answers with citations.

Enterprise knowledge assistants

One place for staff to find answers across Google Drive, SharePoint, Confluence and more.

Customer support answers

Grounded answers for support teams and chatbots, drawn from your help centre and product data.

Search over structured data

Combine document search with SQL and APIs so answers include live numbers.

Permission-aware retrieval

Users only get answers from content they are allowed to see.

Evaluation and tuning

Test sets that measure retrieval and answer quality, and tuning until they pass.

In depth

How we approach RAG development

Why RAG instead of fine-tuning

Fine-tuning changes how a model writes; RAG changes what it knows at the moment it answers. For most business questions RAG is cheaper, easier to update and easier to audit, because every answer points to its source.

Getting retrieval right

Quality depends on how documents are cleaned, split, embedded and searched. We use hybrid search (keyword plus vector), re-ranking and metadata filters, and test retrieval separately from the final answer.

Keeping it current and secure

Connectors keep the index in sync as documents change, and access rules from your source systems are applied at query time so nobody sees what they shouldn't.

Measured, not guessed

We build a test set of real questions with expected answers and track accuracy, citation quality and 'I don't know' rates, so you can see improvement and catch regressions.

Working with us from Kuala Lumpur

How we work with Kuala Lumpur clients

Time-zone overlap

Malaysia is two and a half hours ahead of India, so our working days overlap for most of the day.

Malaysia's Personal Data Protection Act (PDPA)

We design to the PDPA's data protection principles: notice and choice, security, retention and access, with data hosted in regional cloud regions when required and NDAs signed before work starts.

Billing

Invoices in Malaysian ringgit (MYR) or US dollars. Typical senior rates are $25 to $49 (USD) per hour, or a fixed price for a defined scope.

Sectors · Kuala Lumpur

Where we help Kuala Lumpur businesses most

Kuala Lumpur businesses use us for fintech, e-commerce and AI customer service, designed to Malaysia's PDPA.

Semiconductors and electronics

Penang assembly and testing firms adopt factory software. We start with one costly process and automate it end to end.

Palm oil and agriculture

Plantations use traceability tools to meet export rules. We build AI agents, assistants and automation around these workflows.

Islamic finance

Shariah-compliant banks and fintechs build digital products. AI here usually means faster reporting, fewer manual steps and better customer replies.

Tourism

Hotels and attractions market to regional travellers online. We start with one costly process and automate it end to end.

Kuala Lumpur time · Kuala Lumpur

Your working day with us

Our team's hours, in Kuala Lumpur time

12:30–22:00

Monday to Friday

Overlap with your working day

12:30–18:00

About 5.5 hours every day

Daily stand-up

13:00

Kuala Lumpur time, plus written updates every evening

Local setup

Local platforms and setup

Messaging channels

WhatsAppFacebook MessengerTelegram

Languages

MalayEnglishChinese (Simplified)

Local payments

FPXDuitNowTouch 'n Go eWallet

Data hosting

AWS Asia Pacific (Malaysia), or AWS / Google Cloud Singapore, in your own cloud account, so data stays where your rules require.

Process

How it works

Week 1: discovery and design

We agree the use case, success measures and data, and show you a clickable design.

Weeks 2-3: build and integrate

We build, connect it to your systems and data, and demo working software every week.

Week 4: test and launch

We test with real cases, add monitoring and guardrails, then go live.

After launch: improve and scale

The same engineers keep tuning quality, cost and features as usage grows.

FAQ

RAG development services: questions from Kuala Lumpur

Do you work with companies in Kuala Lumpur?+

Yes. Clarigo Infotech works with companies across Kuala Lumpur, including Kuala Lumpur, Petaling Jaya, Cyberjaya, as part of clients in 20+ countries. Malaysian businesses most often hire us for fintech, e-commerce and AI customer service. We work remotely from India with one in-house team.

What time-zone overlap do we get from Kuala Lumpur?+

Malaysia is two and a half hours ahead of India, so our working days overlap for most of the day.

How do you handle Malaysia's Personal Data Protection Act (PDPA)?+

We design to the PDPA's data protection principles: notice and choice, security, retention and access, with data hosted in regional cloud regions when required and NDAs signed before work starts.

Which currency do you bill in, and what does it cost?+

We bill in Malaysian ringgit (MYR) or US dollars. Senior engineers typically cost $25 to $49 (USD) per hour, and fixed-scope projects such as an MVP in 25 to 30 days are quoted after a free consultation.

Do you work with semiconductors and electronics companies?+

Yes. Semiconductors and electronics is one of Kuala Lumpur's key sectors, and we start with one costly process and automate it end to end.

What time are your meetings in Kuala Lumpur time?+

Our team works 12:30–22:00 Kuala Lumpur time, so we overlap with your day from 12:30–18:00. Daily stand-ups are usually at 13:00 your time.

Can you build in Malay and English and Chinese (Simplified)?+

Yes. We build interfaces and content in Malay and English and Chinese (Simplified), and test them with native speakers before launch.

How long does a RAG project take?+

A focused RAG assistant over one set of sources typically goes live in 25 to 30 days, including a test set to measure quality.

What is RAG (retrieval-augmented generation)?+

RAG is a way of building AI assistants that first search your own documents and data for relevant information, then use a language model to answer from what was found, usually with citations.