Bronze Winner2026 Lark International AI Innovator Competition

Malaysia's Premier AI Software Powerhouse

Empowering enterprises, government, and SMEs with purpose-built AI applications, sovereign LLMs, high-performance GPU infrastructure, and local data assets.

Agmo and Hernan Corporation representatives holding the Lark AI Innovator 2026 Bronze board and trophy
International Finals, Jakarta · Bronze

The only Malaysian winner at the 2026 Lark International AI Innovator Competition

From the Top 10 finalists of the International Track, Agmo Studio and our client Hernan Corporation won the Bronze award at the International Finals in Jakarta, the only Malaysian winner this year.

Our entry, the Hernan Operation Assistant, is an AI agent inside Hernan's Lark group chats: staff snap a photo or upload an order, tag the agent, and it saves one standard record and notifies every downstream team. Thank you to ZUS Coffee and myNEWS for representing Malaysia with us.

BronzeInternational Finals, Jakarta
1sttime pitching with a client
3,000+staff-hours a year saved (estimate)
Read the news See our AI agents on Lark

Winners

2026 Lark International AI Innovator Competition · International Finals

  • 🥇 Gold: Satudora (サツドラ)Japan
  • 🥈 Silver: Puyo GroupIndonesia
  • 🥉 Bronze: Agmo Studio & Hernan CorporationMalaysia

Top 10 finalists also included ZUSPRESSO (ZUS Coffee) and myNEWS from Malaysia. Also covered on agmostudio.com.

The Agmo AI Ecosystem

One Partner, Every Layer of AI

From AI infrastructure and leading models to enterprise applications, talent development and embodied robotics — explore how Agmo brings every layer together.

Our Proprietary Data Assets

Five Unique Data Assets

Five proprietary and integrated data sources powering the Agmo Data Hub — all accessible through a single API layer.

Property & Address Data
Nationwide property coverage
Cleansed address
Unit, street, area, postcode, city, state
Transaction details
Date, price, land area, tenure, property type
New & ongoing development project pipeline
Amenities, POI and retail distribution mapping
Malaysia Adult Population
Data
~22 millions anonymised records
Demographic insights
Anonymised and privacy-compliant
Nationwide coverage
Credit
Reporting
Agencies (CRA)
2 integrated credit sources
CTOS
Credit Bureau Malaysia
Credit standing & risk indicators for individuals and businesses
SSM
Corporate Data
Live API to SSM registry
Entity search by company / business name or registration no.
Company & business profile, registered address
Shareholders, share capital, company secretary, charges
Certified (CTC) and non-CTC document retrieval
EV Charging
Network (CPO)
3,000+ stations nationwide
Station name and full location address
GPS coordinates (latitude / longitude)
AC / DC charger type and power category
Number of plugs per station and pricing

All datasets are delivered via secure API integration and used in accordance with applicable data protection, licensing and source-provider terms.

AI Resources

Navigate AI with Confidence

Explore practical AI frameworks, governance guidelines, national policies and industry insights to support informed decisions and responsible AI adoption.

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Glem.ai

Enterprise Agentic AI Ecosystem

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Enterprise AIVendor AgnosticAI Workers & AgentsWorkflow AutomationSmart RoutingData SovereigntyMulti-modalCost Optimization
glem.ai
Designed for businesses, government agencies, and organizations that need secure, scalable, and customizable artificial intelligence infrastructure rather than generic consumer tools.
01 · Core Capabilities & Features

One Platform, 4 Core Functions

AI Workers & Agents
Deploys automated agents to handle complex business processes.
Workflow Automation
Integrates AI directly into existing corporate workflows.
Integrated Data Solution
Orchestrates and prepares enterprise data to make it "AI-ready."
Multi-Modal Insights
Processes various data formats, ranging from standard documents to video and structured datasets.
02 · The Glem.ai Difference

Built For Choices, Your Way

Deployment Freedom
Hosting + Inferencing
Deploy on-prem or in your cloud subscription, and choose where inferencing runs, not just where data is stored (e.g., keep inference close to sensitive data, within your preferred environment).
Model Freedom
Open Source + Closed Source
Use the models that fit your requirements, open-source or closed-source, and swap models without rebuilding the whole solution (e.g., ChatGPT via OpenAI, DeepSeek, Z.ai, etc.).
Data Freedom
Control + Portability
Keep data in your control, connect to existing sources, enforce governance, and avoid lock-in, so you can operate with confidence across teams, vendors, and changing AI requirements.
03 · Do & Solve

Get Things Fast and Smarter

What can Glem.ai do?

Integrate or ingest data from multiple sources into a single platform.
Build your AI agent or choose pre-built AI agents for a wide variety of business applications.
Automate routine, data-driven tasks.
Get immediate insights and visuals on your business data.

What can it solve?

4 out of 5 businesses struggle to adopt AI due to inadequate data management.
Specialized AI models are not suitable for every business application.
Lack of an end-to-end platform that helps teams get started with data and AI management.
Data privacy and security remain growing concerns for 57% of businesses adopting AI applications.
04 · Platform

Data Access in Seconds with an Advanced AI Platform

AI-Agnostic, No Lock In
AI-Agnostic, No Lock In
Choose and integrate advanced AI models (e.g., ChatGPT) and local models (e.g., Llama) tailored to your business needs.
AI Agents Configuration
AI Agents Configuration
Unlock the power of your data with pre-built or custom AI agents that analyze trends and provide instant insights.
Plugin Marketplace
Plugin Marketplace
Extend and scale your data with a wide range of available plugins.
Agmo Claw

OpenClaw Agentic AI for Malaysia

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AI WorkforceTask ExecutionWorkflow AutomationApp IntegrationMulti-AgentEnterprise Security
A plug-and-play, OpenClaw-powered bridge that turns Lark into a secure, governed AI execution layer for Malaysian SMEs.
01 · Core Capabilities & Features

One Platform, 4 Core Functions

One-Click OpenClaw Setup Inside Lark
Deploy OpenClaw-enabled agents in Lark without heavy configuration, custom scripting, or rebuilding your workflow tools from scratch.
24/7 Agent Execution
Your AI agents run continuously, supporting teams beyond office hours without needing a dedicated machine to stay online.
Centralized Governance
Get admin-level visibility and control: consolidated token usage, cost visibility across teams, and governed access across departments.
Data Isolation & Scalable Execution
Built for secure execution at scale, with isolation and controlled runtime provisioning via a Kubernetes-based execution model aligned to SME expectations for privacy and separation.
02 · The AgmoClaw Difference

Built for Real Enterprise AI Execution

Department-Scoped Agents
HR, Finance, IT and Operations each get an agent tuned to the workflows and knowledge they should actually handle.
Low-Friction Rollout
Designed for one-click setup inside Lark, cutting out the usual scripting and configuration tax of agent deployments.
Centralised Governance
Token and cost visibility, managed like any other shared platform service, not a runaway line item.
Isolation and Scalable Execution
Powered by BytePlus infrastructure with execution via Volcano Engine Kubernetes (VKE), for genuine isolation, security and scalable runtime.
03 · Demo Screen

See How AgmoClaw Works

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04 · In Practice

Agentic Workflows in Action Inside Lark

Calendar & Task Scheduling
Check availability and book meetings instantly through conversational commands.
Claim Submissions
Upload receipts and have key details captured into your Lark spreadsheets, reducing manual entry and processing time.
SOP Checking
Get immediate answers from internal handbooks and company policies, improving compliance and consistency.
Robot hand
Claude
Claude
ChatGPT
ChatGPT
Qwen
Qwen
DeepSeek
DeepSeek
Z.ai
Z.ai
BytePlus
BytePlus

Harnessing the Best of
US & China AI

Model-AgnosticGlobal AI ExpertiseEnterprise Integration
01 · Why Agmo AI

Beyond Models, Built for Business

Model-Agnostic Expertise
Choose the right AI model for each business use case.
Global AI Ecosystem
Leverage leading AI technologies from the US and China.
Enterprise-Ready Integration
Integrate AI with existing systems and business workflows.
Performance & Cost Optimisation
Balance AI capabilities, speed and operational costs.
Merdeka LLM

Sovereign AI, Built for Malaysia

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AI SovereigntyData GovernanceLLM Fine-TuningRegulatory ComplianceLocal Infrastructure
A Malaysian sovereign AI solution offering secure local hosting, customisable LLMs and full control over enterprise data and AI infrastructure.
01 · Our Core Offerings

From Vision to Reality

LLM Training as a Service (TaaS)
In partnership with Phison’s aiDAPTIV+ and SNS, we offer scalable LLM training as a service, helping businesses unlock the power of AI for their own needs, from tailored language models to data management solutions.
LLM Gig Economy (Curatorship)
Malaysia’s first LLM Gig Economy Platform empowers Malaysians to participate in our AI’s growth through curated contributions, ensuring high-quality data inputs that keep Merdeka LLM relevant, accurate, and reliable.
AI Sovereignty as a Service
We empower enterprises and governments to achieve AI sovereignty with secure infrastructure, skilled talent, custom data solutions, and seamless deployment, keeping organisations in control of their AI systems and data.
02 · Why It's Crucial

The Importance of Sovereignty AI

Protecting National Interests
When Malaysia runs its own models, sensitive data stays in the country and out of foreign control.
Economic Independence
Job Creation: supports the gig economy, letting Malaysians contribute directly to AI development while earning income.
Innovation and Growth: local AI development fosters innovation and new business opportunities.
Reduced Dependency: less reliance on foreign technology, more self-reliance.
Data Ownership
Resource Control: Malaysians should control their own data, ensuring it’s used ethically and for the country’s benefit.
Economic Value: owning and managing data locally unlocks significant economic value across sectors.
03 · Intelligence Density

Powerful Intelligence, Smaller Footprint.

27B
parameters, compact enough to host on-premise
84.9%
on MalayMMLU, the highest of the Malaysian-built models
3.1
MalayMMLU points per billion parameters, the highest intelligence density in our comparison
1 GPU
to host it: a single 80 GB GPU holds the weights
Intelligence density: model size vs MalayMMLU accuracy
Higher and further left means more accuracy per parameter. Only models whose developers publish a parameter count. Hover a point for details.
MalayMMLU accuracy (%)
Fits one 80 GB GPU
(up to 40B)
90
85
80
75
70
10B
100B
1T
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Total parameters (log scale)
MERDEKALLM-SASBADI-27B MY
ILMU GLM-5.1 MY
MalayMMLU accuracy
84.9%
84.0%
Parameters
27B
744B (mixture-of-experts)
Memory for the weights
~54 GB
~1.5 TB
Hardware to host it
One 80 GB GPU
~19 × 80 GB GPUs
Student data stays in school
Questions, answers and student work never leave the school’s own server: sovereign by design, and simpler for PDPA compliance.
Modest hardware
One GPU server is enough, so a school or district can own its AI instead of renting it.
No dependence on outside clouds
It runs on the school network, so lessons don’t stop when the internet or an overseas provider does.
SMEHero.ai

Malaysia's First Localized AI Agentic Platform for SMEs

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Local Trusted DataLocal Experts In The LoopLocal System Integrations
smehero.ai
ASEAN Records certificate for SMEHero.ai

Built for Malaysian SMEs with localized expert knowledge and sovereign AI infrastructure designed for real business needs.

ASIA Records certificate for SMEHero.ai
01 · Built For Malaysia

Why Malaysian SMEs Need a Local AI Platform

Global AI Tools Don't Understand
Malaysia's laws & labour practices
Integration with SSM documents & formats
Local banking statement formats
LHDN e-invoice rules
Malaysian business culture
SMEs Need Tools Built for Real Operations
Team access & collaboration
Role-based permissions
Private knowledge base for company data
Expert human-in-the-loop support
No Data Stored by Third Parties (e.g. OpenAI)
Data is processed and retained locally, ensuring sensitive information is not stored, reused, or trained on by external third-party AI providers.
02 · The SMEHero.ai Difference

Real Expertise, Smarter Intelligence

Local Trusted Data
Expert datasets from domain partners in different areas.
Local System Integrations
Seamless connectivity with SSM, 42 bank statement formats for 19 Malaysian banks, employment screening.
Local Experts in the Loop
Direct access to Low & Partners, Kakitangan, YYC, Boss Boleh, JomeInvoice and AILENS.
Low & Partners
Kakitangan
YYC
Boss Boleh
JomeInvoice
AILENS
03 · Key Features

Power Up Your Business with SMEHero.ai

Local SME AI Agents Marketplace
Access specialized AI agents for Malaysian business needs
Malaysia Budget Agent mascotMedical Benefits Guide Agent mascotFinance Agent mascotHR Agent mascotLegal Education Agent mascotSSM Report Agent mascotCompany Secretary Agent mascotEmployee Background Screening Agent mascot
Mascot image
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Role-Based Access Control
Enterprise-grade security with granular permissions
Team Management
Custom Roles
Centralised Knowledgebase
Upload your company data for AI-powered insights
SSM Documents
Policies & Guidelines
Contracts & Agreements
Company SOP
04 · Demo Video

See How It Works

smehero.ai
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05 · Pricing Plan

Simple, Transparent, Affordable

Most Popular
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DahReply.ai

Malaysia's Leading AI Chatbot Solution

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Automate ConversationStreamline WorkflowMultilingual CapabilityFlexible DeploymentConnect External Database24/7 AI Chatbot
smehero.ai
Malaysian conversational AI platform and joint venture with Agmo Group that provides omnichannel customer support automation, smart booking tools, and deepfake detection for businesses.
01 · Core Capabilities & Feature

All-In-One AI Chatbot Platform

Omnichannel Deployment & Unified Inbox
Connects to WhatsApp, Messenger, Instagram DMs and website live chat. Every conversation flows into one dashboard so your team can monitor chats and take over anytime.
WhatsAppMessengerInstagramLive chat
Chat conversation example
Instant Knowledge Base Training
Trains on PDFs, Word docs, Google Sheets, FAQs and website URLs in minutes.
Generative AI & Context Retention
Remembers conversation history and replies naturally, with no rigid scripts.
Multilingual & Auto Language Switching
Detects and switches between English, Bahasa Malaysia, Mandarin, Tamil and 50+ languages.
24/7 Appointment Booking & Reminders
Automates scheduling, cancellation and confirmations directly inside customer chats.
Human Handover & Lead Qualification
Qualifies leads and routes high-intent or complex inquiries to human agents.
Custom AI & DahClaw Workflows
Higher tiers add custom API integrations with CRMs and databases, plus DahClaw task automation inside Lark Suite.
02 · DahReply Overview

Simplify Conversations, Improve Efficiency

dahreply.ai
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03 · Pricing Plan

Simple, Transparent, Affordable

Most Popular
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DocLab

Enterprise Document AI Platform

Request A Demo
AI OCRFraud DetectionSmart ExtractionAuto VerificationSelf-Hosted AISecure Processing
DocLab
Built for financial institutions that need faster, smarter bank statement analysis — combining OCR, fraud detection, credit scoring, and network analytics in one AI-powered platform
01 · Core Capabilities & Features

One Platform, 4 Core Functions

OCR Extraction
Extracts information directly from scanned or digital bank statements for fast, accurate data capture.
Credit Scoring
Analyses financial behaviour patterns to help assess creditworthiness and support lending decisions.
Fraud Detection
Detects patterns associated with fraudulent activity and money laundering across accounts and transactions.
Network Analytics
Identifies relationships between accounts, customers, and transactions that manual review can miss.
02 · Problem Statement and Solutions

Reduce From Days to Minutes

Problems
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DocLab Bank Statement Analyser
Our Solutions
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Claude×n8n

The Special Squad That Breaks AI Transformation Deadlock for CTOs/CIOs

Request A Demo
AI ConsultationCustom AI DevelopmentAI Agent DeploymentWorkflow AutomationSystem IntegrationOngoing Optimisation
Claude Certified Architect – Foundations badge

We have over 40 Claude Certified Architects (CCAR-F)

Agmo's Forward-Deployed Engineers work alongside your team to turn real business challenges into working solutions, seamlessly integrated into your environment and deployed into production.
01 · Why and How

Unblocking AI Transformation

Translate Business Processes into Executable Specs
They sit with business teams and operators to capture:
  • Actual workflow steps, exception paths, and edge cases
  • Data definitions and validation rules
  • Decision points and approval gates
  • Measurable success criteria and acceptance tests
This turns “how work is done” into engineering-ready implementation detail.
Translate Engineering Constraints Back to the Business
They also explain, in business language:
  • What is feasible within current system constraints
  • What needs automation versus integration
  • Risk and dependency trade-offs
  • Rollout strategies that minimise disruption
This avoids the classic mismatch where both sides agree in a meeting but disagree in production.
Build and Deploy in the Real Environment, Fast
Instead of throwing requirements over the wall, FDEs run short loops:
ObservePrototypeValidateIntegrateDeployTroubleshoot
Every loop ships something real, so issues surface early and are fixed in production conditions.
02 · Engineered For Complexity

Why On-Site Matters for Legacy-Heavy Environments

The Reality
Systems That Resist Integration
A lot of mission-critical organisations run on systems that are not API-ready:
Thick-client applications
Terminal workflows
Vendor-locked platforms
Tools with limited or no integration points
The Approach
What Progress Depends On
In these cases, progress often depends on:
RPA to interact with UI workflows safely and consistently.
OpenClaw-style agentic orchestration to run multi-step tasks, approvals, and tool execution.
Hands-on validation with real operators to confirm exception handling.
The Outcome
Faster Mapping and Automation
On-site FDEs map and automate these workflows far faster because they can:
See what actually happens
Test directly
Iterate immediately
03 · Our Expertise

What the FDE Squad Delivers

Full-Stack Engineering, End-to-End
  • Internal tools, portals, and workflow apps
  • Backend services and integration layers
  • Dashboards and operational reporting
  • Security-conscious implementation patterns
Consulting-Grade Process Mapping and Solution Design
  • Workflow decomposition and bottleneck identification
  • Exception path mapping and compliance constraints
  • Pragmatic architecture that fits your current stack
Automation for Systems with No APIs
  • RPA bots for structured UI interaction
  • Hybrid integrations: APIs where available, RPA where required
  • Governance: logging, retries, and human-in-the-loop approvals
Deploy and Troubleshoot Directly in Production
  • Deploy into your environment, including regulated and legal systems
  • Rapid UAT loops with real users
  • Immediate troubleshooting during rollout
  • Runbooks and handover so internal teams can sustain it
Typical High-Impact Use Cases
  • Automating manual steps in legacy legal and regulated workflows
  • Building overlays and dashboards on top of existing systems
  • Connecting AI assistants to SOPs and structured action workflows
  • Digitising case handling, document processing, and task routing
  • Integrating modern services into old platforms safely
Engagement Model: A Special Squad with Measurable Outcomes
We usually run FDE as a small elite unit:
  • 1–3 senior forward-deployed engineers on-site
  • Weekly milestones tied to business workflows
  • Rapid build-test-deploy cycles inside your tools
  • Documented handover, support transition, and governance artefacts
Data Hub

Local proprietary data, one API

Agmo's integrated local data assets, accessed through a single API layer.

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Case Studies

Proven deployment case studies

Real-world AI deployments across government, public institutions and enterprise.

n8n workflow automation case studies
Resources

AI resources and thought leadership

Agmo frameworks and Malaysia's national AI policy and governance references in one place.
Contact

Book a consultation

Tell us where AI could move the needle for your organisation. Our team will reply with the right specialists for your stack.

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Ready to put AI to work across your organisation?

Building Malaysia’s AI future through applications, models, infrastructure, talent and physical AI — from intelligence to real-world impact.

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[email protected] +603-76648515 Level 38 and 39, Zetrix Tower, Empire City Damansara, Jalan PJU 8, Damansara Perdana, 47820 Petaling Jaya, Selangor, Malaysia.
© 2026 Agmo Holdings Berhad (201701000550 (1214700-W)). All rights reserved.
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