Teh Tarik Digital · Kuala Lumpur & Klang Valley · Public Sector & Enterprise

Where Approval Chains Meet Real Consequences

Kuala Lumpur is where Malaysia is building its startup and AI policy infrastructure — the inaugural KL20 Summit in 2024 set a public target of pushing Malaysia into the world's top-20 startup ecosystems by 2030, a second summit follows in June 2026, and the National AI Office has been steering strategy since its 2024 launch. But the AI opportunity that matters most in KL isn't a startup pitch — it's the enterprises and government agencies already running the approval chains, procurement cycles, and compliance obligations that keep the country moving.

That's the problem IRIS was built for: AI orchestration for workflows where a missed approval or a misrouted document has real cost — not a chatbot bolted onto a website. Our focus here is Kuala Lumpur itself, where the enterprise and public-sector buyers we serve are concentrated.

Top-20
KL20 target startup ecosystem rank by 2030
2024
National AI Office launched
RM53M
Malaysia Digital Acceleration Grant, Budget 2026
RM780M
Equinix KL2 AI/cloud data-centre investment, announced May 2026

Policy Attention Isn't Slowing Down

// SIGNALS

For enterprise and GLC buyers, the practical read is that AI procurement is increasingly expected, not experimental, at the policy level.

The inaugural KL20 Summit in 2024 set a public target of pushing Malaysia into the world's top-20 startup ecosystems by 2030, with a second summit announced for June 2026 to build on that plan. That sits alongside the National AI Office's work steering strategy since its 2024 launch, and Selangor's Wira AI initiative expanding accelerator support nearby. More immediately, World AI Show — fresh off a landmark Jakarta edition in July that drew 1,200+ senior tech leaders — has named Kuala Lumpur its next stop, with the Malaysia edition scheduled for 9–10 September 2026. Sources: KL20 Summit organisers · Ministry of Economy · National AI Office · Selangor state government · Trescon/World AI Show

What We Build in KL

// CAPABILITIES

Three products, one shared discipline: map the real approval chain before proposing any automation, not the other way around. IRIS exists because a missed procurement deadline or a misrouted contract has a real cost attached to it — not a hypothetical UX complaint. JomWork exists because the person who knows how your organisation actually works tends to leave, and their knowledge leaves with them unless it's searchable. The document processing work extends the same discipline to the specific parsing problem Gov/GLC tenders create.

01 · IRIS

Workflow Orchestration

Live in production, built around Malaysian public-sector procurement patterns — audit-ready logging, BM+English processing, human sign-off checkpoints modeled on real ministry and GLC approval chains. Deployable on-premise or in Malaysian cloud regions. See IRIS →

02 · JOMWORK

Enterprise Knowledge

RAG-based company knowledge, built for GLCs and enterprise teams where institutional knowledge is scattered and turnover creates costly onboarding delays. See JomWork →

03 · DOCUMENTS

Gov & GLC Document Processing

Tender and compliance document automation — a real project build for Gov/GLC document parsing. Read the project log →

Why Teh Tarik Digital, not a generic enterprise vendor: most enterprise AI vendors sell a platform and leave the workflow redesign to you. IRIS was built the other way around — mapping the approval chain first, then fitting AI orchestration into where it actually breaks. Human sign-off stays in the loop at every stage that matters; IRIS surfaces information, it doesn't make the call.

Benefits & Results

// PROOF

In procurement and approvals, the cost of a miss isn't hypothetical — it's a missed deadline, a compliance gap, a document that sat in someone's inbox for three weeks while a vendor waited on a signature. The left column is what changes for the people running that process day to day. The right column is what's actually live and measured — not a projection, not a demo environment, a platform handling real procurement requests today.

What Changes

  • No missed or misrouted approvalsEvery step logged as an immutable, exportable audit record.
  • Faster procurement cyclesIRIS auto-escalates overdue items via enforced SLA timers instead of items sitting untouched.
  • Human sign-off retainedIRIS surfaces information and flags risk; it doesn't make the final call.
  • Scales without added headcountHandles more workflow volume without a proportional staffing increase.
  • BM + English document processingNo separate localization project needed.

What We've Measured

  • IRIS — live orchestrationHandles procurement requests and contracts via email, portal upload, or API — extracting fields, routing to the correct approver, enforcing SLA timers, and triggering downstream ERP/PO actions on approval.
  • JomWork — self-hostedClient data never leaves their own VPC, a hard requirement for GLC/enterprise buyers.

How It Works

// PROCESS

We map before we build — the approval chain comes first, the tooling second. Most enterprise AI vendors do this backwards: they sell you a platform, then leave you to figure out where it fits your actual process. That ordering is why so many enterprise AI projects stall after the pilot — the tooling was never scoped to where the workflow actually breaks.

01

Assess

Map your approval chain, procurement cycle, or knowledge-access bottlenecks — the mapping happens before we talk tooling, because a workflow diagram tells us more than a feature list ever could.

02

Design

Scope IRIS/JomWork to your specific workflow, with human sign-off points defined upfront — decided before a line of integration code gets written, not negotiated after the fact.

03

Integrate

Connects to existing systems, BM + English document processing where needed — your approval chain doesn't change shape to fit our tooling, our tooling fits the chain you already have.

04

Operate

Live orchestration with audit-ready logging — and the team that mapped your approval chain in stage one is the same team you call when something needs adjusting later.

What Procurement & Compliance Teams Should Verify

// DILIGENCE

For GLC and government procurement specifically, the standard due-diligence questions apply here too — and we'd encourage asking them of any vendor, not just us. Most of the AI vendors GLC procurement teams meet with can describe a category of service; fewer can name the actual product, walk through where the data lives, or point to an operating history that predates the current AI hiring boom. That gap is usually where the real risk sits.

Is there a named, demonstrable product, or a general capability described in platform language?
Is data residency and audit logging built into the architecture, or bolted on after a client asks?
Does the vendor's own registration and operating history hold up to the same scrutiny they're asking your organisation to accept?

Teh Tarik Digital is a registered Malaysian entity with a decade of operating history, one accountable team from scoping through ongoing support, and a founding background in regulated banking and government technology work that shaped how IRIS handles approval chains and audit trails from day one — not a feature added after the fact.

// FROM THE LAB

Real Builds, Real Numbers

IRIS's document-processing core, tested against 977 real government tenders.

TENDER DOCUMENT PROCESSING

91% Extraction Accuracy on 977 ePerolehan PDFs

Format detection, JSON schema output, and the ministry-name normalisation fix that took accuracy from 71% to 94%. Full case study →

FAQ

// 10 QUESTIONS

The questions procurement and compliance teams actually ask before they'll take a second meeting.

What is AI workflow orchestration?
It's software that coordinates multi-step business processes — routing approvals, flagging exceptions, keeping an audit trail — without replacing human decision-makers at the points that matter. See our multi-agent orchestration breakdown.
Does IRIS replace our existing approval process?
No — IRIS maps your existing approval chain first, then fits into where the process actually breaks, with human sign-off retained at every stage that matters. See our human-in-the-loop design breakdown.
Is this PDPA-compliant for government or GLC use?
Yes — IRIS is architected around Malaysian procurement regulation with audit-ready logging and can deploy on-premise or in Malaysian cloud regions. See our PDPA breakdown.
What's the difference between IRIS and a generic enterprise AI platform?
Most platforms hand you tooling and leave the workflow redesign to you. IRIS was built the other way — approval chain mapped first, orchestration fitted to where it actually breaks. See our tooling comparison.
Can this handle Bahasa Malaysia and English documents in the same workflow?
Yes — BM and English document processing runs natively in the same pipeline, not as a separate translation step bolted on afterward.
Does this extend to compliance-heavy professional services — legal, accounting, audit?
The same document-intelligence and workflow-orchestration approach applies wherever there's a defined approval chain and a compliance obligation behind it. See our breakdown for law firms and accountants.
What about GLC property and asset management workflows?
Approval-chain orchestration applies just as directly to property and facilities workflows — lease approvals, maintenance dispatch, compliance logging. See our real estate automation breakdown.
How does IRIS handle document intake — scanned forms, emailed PDFs, portal uploads?
Intake works across email, portal upload, or API, with AI extraction flagging missing fields before routing. See our tender document processing project log.
Is IRIS only for procurement, or does it apply to other approval-heavy workflows?
Procurement is where IRIS sees the most deployment, but the same orchestration architecture applies to any workflow with multi-step approvals — including fraud detection. See our banking fraud detection breakdown.
Who is Teh Tarik Digital?
Founded in 2016 by engineers with backgrounds spanning international cryptocurrency exchange operations, BNM-adjacent banking infrastructure, and government technology initiatives at the ministerial level — experience that shapes IRIS's public-sector positioning directly.

Tell us where approvals actually stall — we'll show you how IRIS closes that gap.