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Service · AI Integration

AI integration, done properly.

ChatGPT assistants, WhatsApp AI, document extraction, knowledge search, predictive analytics — custom AI integrations built around your Malaysian business, not forced into someone else's platform.

§ 01 — What we build

Real AI, real workflows.

We don't do AI for its own sake. Every project ties to a measurable outcome — hours saved, errors avoided, revenue gained.
01 / WhatsApp & Chat
WhatsApp AI assistants
Handle common customer questions on WhatsApp Business automatically, with clean escalation to a human when the bot isn't sure. Typically deflects 60–80% of repetitive inbound, freeing your team for real conversations. Built on the WhatsApp Business API plus OpenAI, Claude, or a model of your choice.
02 / Documents
Document extraction pipelines
Invoices, delivery orders, POs, insurance claims — any scanned PDF or image where humans currently retype data into a system. We build a pipeline that extracts structured data with confidence scores, a human-review queue for edge cases, and clean posting into your accounting or ERP.
03 / Knowledge
Internal knowledge search
A private AI that can answer staff questions from your own SOPs, product docs, compliance manuals and training materials — with citations back to the source document. Works in English, Bahasa Malaysia and Chinese. Kills the "HR-as-human-search-engine" problem.
04 / Insights
Predictive models on your data
Churn prediction, late-payment risk, demand forecasting, lead scoring — practical models trained on your own sales and operations data. Boring, unglamorous, and they work.
05 / Content
AI content generation
Product descriptions, listing copy, sales emails, proposal drafts, bilingual translations — structured tools with your brand voice baked in, not generic chatbot prompts. Keeps your catalogue tone consistent at scale.
06 / Workflows
AI-embedded internal tools
Custom apps where AI is one step inside a bigger workflow — classifying complaints, drafting replies, summarising meeting notes, validating data. Humans stay in the loop on decisions; AI handles the grunt work.

Stack we build on

OpenAI (GPT-4/5) Anthropic Claude Google Gemini Open-source LLMs LangChain Python Node.js Postgres + pgvector WhatsApp Business API Bukku Shopify Admin API AWS / DigitalOcean
§ 02 — How we work

Small pilots, clear scope.

AI works best when you point it at a narrow, well-defined problem. Our process is designed to prove value before scaling.
01 · Discovery

Find the real problem

One or two working sessions. We dig into the workflow, the data, the systems, and the measurable outcome you want. Half the time the right answer isn't AI at all — we'll say so.

02 · Pilot

Ship something small

A scoped pilot, typically 4–6 weeks, targeting the highest-leverage workflow. Fixed-price, fixed-scope, measurable outcome. Human stays in the loop.

03 · Launch

Measure honestly

Soft launch to a subset of users, review conversation logs daily, tune the prompts and guardrails. No pretending it's working when it isn't.

04 · Scale

Expand only what works

Once the pilot has clearly paid for itself, we extend to adjacent workflows. Anything that doesn't earn its keep gets cut.

§ 03 — Who this is for

Malaysian businesses with a specific problem.

We're not the right partner for every AI pitch. Here's where we do our best work.
SMEs drowning in WhatsApp messages

Your team answers the same questions every day and is missing real leads because they can't keep up. A WhatsApp AI assistant is probably the highest-ROI project we can do for you.

Teams retyping data from PDFs

Finance typing invoices, ops typing delivery orders, admin typing insurance claims — any workflow where humans are copying data from an image into a form is an AI win.

Companies with scattered knowledge

Ten years of SOPs across SharePoint, Google Drive and a file server, and new hires take months to find anything. Internal knowledge search solves this quietly and permanently.

Businesses wary of the AI hype

You're not sure what's real and what's marketing. Good — we'll tell you honestly which parts of your operation AI will help, and which parts to leave alone.

§ 04 — Common questions

Frequently asked.

What kinds of AI integration do you build?
WhatsApp AI assistants, ChatGPT-powered customer support, document extraction pipelines (invoices, delivery orders, claims), internal knowledge search over your SOPs and documents, predictive models on your business data, and AI-assisted content generation. All built around your existing systems and workflows.
Do you work with OpenAI, Claude, or other AI models?
Yes. We're model-agnostic — we use OpenAI (GPT), Anthropic (Claude), Google (Gemini), and open-source models depending on what fits your use case best for cost, latency, accuracy, and data-residency requirements.
How long does an AI integration project take?
Most projects take 4–10 weeks end to end. A simple FAQ assistant can ship in 3–4 weeks; a document-extraction pipeline with accounting-system integration is typically 6–8 weeks; a full custom AI workflow tool is 8–12 weeks. We scope and quote each project fixed-price before starting.
Can you work with our existing systems?
Yes — the integration layer is often where most of the real work happens. We regularly connect AI integrations to Malaysian accounting systems including Bukku, CRMs, Shopify, WhatsApp Business API, and bespoke internal databases.
Is my data safe in an AI integration?
Data safety is core to how we build. We deploy to infrastructure you control, use API settings that prevent your data being used for model training, and for sensitive industries (healthcare, finance) we architect so that regulated data never leaves the systems where it belongs.
Do you help identify whether AI is even the right answer?
That's usually the first thing we do. Read our practical AI guide for Malaysian SMEs and our build-vs-buy framework for our honest take — we'll often tell you to buy a SaaS or do nothing rather than sell you a custom build.
Ready to start?

Let's find your AI win.

Send us a brief — the workflow you're trying to improve, the systems in play, the outcome you're hoping for. We reply within one business day with honest questions and a clear next step.

Get a free quote