SG Systems · Applied AI · Singapore
Consulting & Forward-Deployed
Engineering for SEA Applied AI
SG Systems delivers compliant, locally-tuned applied AI to Southeast Asian enterprises and the Systems Integrators that serve them. We embed a senior engineer alongside your team for a defined outcome, deliver on a reusable engine built specifically for SEA constraints — PDPA-compliant, locally-tuned, channel-native — and ship in weeks rather than quarters.
We exist because the demand for applied AI in Southeast Asia outruns the available engineering talent. We are not a consultancy. We do not write strategy decks. We embed, build, and deliver.
Built for Southeast Asia. Engineered for SEA's regulatory diversity (PDPA across markets) and language diversity (Thai, Tinglish, Bahasa, Malay, Vietnamese, Tagalog) from the start. Regional payment rails, regional messaging channels, regional compliance — built in, not bolted on.
Who this is for
Systems Integrators
Reselling applied-AI capacity to bank, retail, insurance, and government clients — capacity they cannot staff fast enough internally.
Regulated enterprises
Banking, insurance, fintech, healthcare, retail — needing AI applied to a specific operational workflow, with PDPA-grade audit and compliance from day one.
Mid-market commerce
Companies launching AI-driven products that require SEA-localized handling — local language, local channels, local payment rails.
What we deliver
The engine
Every engagement is delivered on a shared three-layer engine. The engine is the asset that lets us price each engagement as a defined outcome rather than a bespoke build from scratch — and the part that compounds across clients into a regional platform.
Orchestration
the control surface
Case state machines, human-in-the-loop approval gates, and immutable audit trails that satisfy PDPA processor obligations. The compliance backbone your risk and procurement teams will ask about.
Localized Ingestion
the senses
Thai, Tinglish, Bahasa, Malay, Vietnamese — text plus voice notes (ASR) plus slip / document / image OCR — turned into clean structured data. Locally-tuned models, optimized token economics, accuracy where global tools fail on regional inputs.
Action Connectors
the hands
A uniform connector layer for regional rails: payment-slip verification (SlipOK, EasySlip, RDCW), messaging (LINE Official Account, WhatsApp Business), fulfillment (Flash Express, J&T, Lalamove), and secure adapters into legacy enterprise systems. New connectors plug in without touching the core.
How we engage
Forward-deployed, not consulted.
A senior engineer embedded with your team for the engagement. We work alongside your developers, your domain experts, your security team — we don’t drop a deck and disappear.
Fixed scope, fixed price.
We agree the outcome, the timeline, and the price up front. No hourly billing. No scope drift.
You own the result. We retain the platform.
You own the client deliverable end-to-end. SG Systems retains the underlying engine, libraries, and patterns.
SI partnership variant.
For Systems Integrator partners, we operate as delivery-capacity extension under your brand. Co-branding available on request.
How we engage
Engagement types
Discovery
Recommended before any Implementation. Produces a written specification, architecture, and calibrated price for the build.
Implementation
One operational outcome delivered end-to-end on the engine, with pilot deployment and handover.
Embedded retainer
For SI partners or enterprises with steady applied-AI deal flow needing dedicated capacity.
All fees in USD; ranges are indicative anchors, not fixed bids. Implementation pricing is calibrated from Discovery output — exact scope, timeline, and fee are agreed at the end of Discovery, before the build starts.
What we don’t do
Strategy decks. We don’t write PowerPoints; we ship working systems.
Hourly billing. Outcome-priced or not at all.
Generic enterprise integrations unrelated to applied AI.
Frontier model research. We use locally-tuned, proven models in production; we don’t train foundation models from scratch.
Ready to scope an engagement?
The right first step is a 30-minute call. We come prepared with relevant technical questions; you tell us the shape of the problem. From there we either propose a Discovery engagement or scope directly into Implementation, depending on what's clear.
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