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Notes from the build.

How we plan, build and hand over AI products and business systems for teams in Singapore, Malaysia and Indonesia.

EDGE
Systems7 min read

EDGE Grant for Software and ERP: What Replaced PSG in Singapore

PSG, EDG and MRA take no new applications after 30 September 2026. How the EDGE grant now funds ERP and business software, and what to check before you sign anything.

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Q&A
AI5 min

Document Q&A That Cites Its Sources: What It Takes to Build

Asking questions of your company documents is easy to demo and hard to trust. Five things that separate the two.

OCR
AI5 min

OCR vs AI Document Extraction: Invoices, Receipts and Claims

OCR gives you text. Your finance team needs an invoice number, a total and a supplier. What sits between the two, and where projects go wrong.

W1–W4
Process6 min

What a 4-Week AI MVP Includes, Week by Week

A week-by-week look at what gets decided, built and handed over in a fixed 4-week sprint, and what we leave out on purpose.

MLP
Product5 min

MVP or MLP: Building First Versions People Keep Using

A minimum viable product proves something works. A minimum lovable product gives people a reason to open it again tomorrow.

ERP
Systems5 min

When to Customise an ERP and When to Leave It Alone

Some processes are worth adapting the system for. Others are worth adapting the process for. A simple test to tell them apart.

EN·BM·中文
AI5 min

One Multilingual Chatbot for English, Bahasa and Chinese

Customers in the region switch between English, Bahasa and Chinese mid-sentence. How we design assistants that follow along.

FIX
Engineering5 min

Rescuing a Stalled Software Project: The First Two Weeks

What we look at first when a project arrives half-built, undocumented, and already late.

DATA
AI5 min

AI Data Readiness Checklist: 5 Questions Before You Start

Five questions to answer before an AI project starts, so week one is spent building rather than searching for spreadsheets.

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