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Top 50 Software Startup Investors in Malaysia in May 2025

Last updated: May 2025 A list of 50 angel investors and VC (Venture Capital) funds that invest in Software startups based in Malaysia. We rank investors based on the number of investments they made in Software companies from Malaysia. We update this investor list every month.

Top 50 Software Startup Investors in Malaysia in May 2025

Investor	Software Malaysia investments
Cradle Fund	10
Indelible Ventures	6
RHL Ventures	5
Gobi Partners	5
Cradle Seed Ventures	5
OSK Ventures International	5
pitchIN	5
Quest Ventures	4
WatchTower & Friends	4
Susquehanna International Group	4
Global Founders Capital	4
Antler	3
Bhavik Bajaj	3
Kairous Capital	3
East Ventures	3
Falnas Capital	3
Cento Ventures	3
Vynn Capital	3
Lotus Capital	2
Hibiscus Fund	2
Accord Ventures	2
SOSV	2
Soma Capital	2
N7 Labs	2
UpHonest Capital	2
FTX Ventures	2
Axiata Digital Innovation Fund	2
Vertex Ventures Southeast Asia & India	2
AU21 Capital	2
Argor Capital	2
Oasis Capital	2
Patamar Capital	2
Worshipper Capital	2
Skywater Capital	2
Momentum 6	2
IDC Ventures	2
Redline Blockchain Capital	2
Diplomat Capital LLP	2
Harvard Management Company	2
M Venture Partners (MVP)	2
Blockchain Founders Fund	2
VentureTECH	2
Joel Neoh	2
Angel One Network	2
Spiral Ventures	2
NFQ Capital	2
The Hive Southeast Asia	2
Kumpulan Modal Perdana	2
Waterdrip Capital	2
transcosmos Japan	1

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Investor list

WHO IS CRADLE?Cradle Fund Sdn Bhd (Cradle) is Malaysia's early stage start-up influencer, incorporated under the Ministry of Finance Malaysia (MOF) in 2003 with a mandate to fund potential and high-calibre tech start-ups through its Cradle Investment Programme (CIP).Throughout its 13-year history, Cradle has helped fund over 700Malaysian tech start-ups and holds the highest commercialisation rate amongst government grants in the country. Having more than a decade of experience in the nation's grant funding scene, Cradle further expanded its role from grant provider to investor through the establishment of its venture arm, Cradle Seed Ventures in 2015 and following its portfolio expansion to equity investment in early 2017, Cradle now offers both funding and investment assistance. Cradle's product offerings are not only restricted to monetary aid, but also include commercialisation support, coaching and various other value-added services to cater today's entrepreneurs' diversified needs.OUR MISSIONTo be the leading pre-seed, seed and start-up stage funding agency in Malaysia, that provides effective grant and equity funding, commercialisation support, coaching, and industry value-add to accelerate the growth of start-up companies.Cradle Fund Sdn Bhd is based in Kuala Lumpur, Malaysia.

Investment focus

Software, E-Commerce, SaaS
Grant, Seed, Pre-Seed
Malaysia, Singapore, United States

Portfolio highlights

Lokein — Lokein is a Malaysia secure marketplace - Buy and sell preloved, vintage, second hand and bundle items.
Ulalive — No-code video call-to-actions for higher conversion marketing. Acquire leads, build pipelines easily with Ulalive
Shoppegram — Shoppegram is a SaaS platform designed for ease of use with a high conversion rate for small businesses.With Shoppegram focusing on core essentials feature only, it helps our users to build their online store fast and with ease. Focusing on business validation and conversion rate without the technical hassles.Shoppegram also does regulartraining and workshops to help small business owners kick starts their own online business using e-commerce. We provide e-learning content from core fundamentals to advance analysis to helps our merchants learn and grow easily.Shoppegram currently have over 21,000 users in Malaysia. Shoppegram was founded in 2013 and launched to the public on 30 August 2019.

Indelible Ventures is a early-stage venture capital firm.

Investment focus

E-Commerce, E-Learning, Information Technology
Pre-Seed, Seed, Angel
Malaysia, Indonesia, Philippines

Portfolio highlights

Orgtomic — The Employee Discovery Layer -Dynamic Org Chart Software and People Directory. Ideal for growth companies and remote teams. Get started for free on Orgtomic.
Shoppable Business — Shoppable Philippines B2B Marketplace
Aye Solutions — Find out more about the team at Aye Solutions, an Artificial Intelligence (AI) startup based in Kuala Lumpur, Malaysia.

RHL Ventures is a Multi-Stage Venture Capital Investing Across Southeast Asia based in Malaysia. We invest actively from Series A across different asset classes and industries.

Investment focus

Health Care, E-Commerce, Social Media
Seed, Series A, Private Equity
Malaysia, Indonesia, United States

Portfolio highlights

Fefifo — Fefifo /fee-fai-fo/ is a technology-first Co-farming company, that focuses on empowering a new generation of progressive farmers in ASEAN by providing traditional smallholder farmers and young agriculture graduates with ready-to-farm spaces and technologies to kickstart a modern farming business.
Pandai — Pandai is an education app that offers a personalized learning experience through curriculum-based daily quizzes, tests, exams, videos to help students get better grades.
Yisheng — Yisheng is a digital service platform for door-to-door car washing.

Gobi Partners: Leading Venture Capital in Asia. Accelerating Innovation, Fueling Success.

Investment focus

Financial Services, E-Commerce, Internet
Series A, Seed, Series B
China, Malaysia, Singapore

Portfolio highlights

RushOwl — RushOwl is a dynamic ride-sharing company that offers timely and affordable shuttle rides.
ChaZence — ChaZence is an environmental consulting and biotechnology company that manufactures, innovates, and designs naturally degradable materials for a sustainable lifestyle.
SkyeChip — Your Preferred cutting edge IP & IC Design solutions for artificial intelligence and high-performance computing.

Cradle Seed Ventures (CSV) is the venture capital arm of Malaysia’s premier early stage financier and influencer, Cradle Fund Sdn Bhd.CSV manages an early stage venture fund based out of Malaysia and is always on the lookout for start-ups with high growth potential, led by passionate founders with high levels of enthusiasm.CSV is delightedto be part of this new dawn of excitement in the start-up world, both in Malaysia and globally.CSV mandated investments will be in the technology sector with specific focus on selected verticals. CSV has the added strength of being able to leverage on Cradle’s long experience in supporting early stage start-ups, understanding the funding and operational needs of a start-up and also be a supportive partner when they scale in the Malaysian market and to foreign shores.

Investment focus

Software, Enterprise Software, Crowdsourcing
Seed, Series A, Series B
Malaysia, Singapore

Portfolio highlights

SUPA — SUPA BOLT | Get insights to turn label noise into trusted and usable data. Begin your data-centric AI journey today.
SUPA — Supahands is the leading end-to-end data labelling partner for AI/ML companies. Find out more and set up a POC within 48 hours by speaking to us today!
MoneyMatch — 121+ countries, 42+ currencies. Bank transfers, e-wallets or cash pickups. Seamless, low-cost and transparent international money transfers for everyone.

OSKVI was established in year 2000 and is the venture capital and private equity affiliate of OSK Holdings Berhad. OSKVI was listed on the then Malaysia Exchange of Securities Dealing and Automated Quotation Market (“MESDAQ Market”) (now known as the ACE Market) of Bursa Malaysia Securities Berhad (“Bursa Securities”) on 8 September 2004.TheOSKVI Group has an established presence in the private equity and venture capital industry in the region. Since inception, they have successfully invested, nurtured and divested several companies from various industries.

Investment focus

FinTech, Financial Services, Software
Series A, Series B, Seed
Malaysia, Singapore, United States

Portfolio highlights

bythen — bythen enables the production of autonomous 3D avatar bots powered by AI.
Endowus — Licensed by MAS. Grow all your money through intelligent investment portfolios built by experts, customised to your goals. Award-winning fee-only wealth platform.
StoreHub — StoreHub is an all-in-one POS system that helps future-proof F&B and retail businesses in Southeast Asia. Manage and grow your business, anytime, anywhere.

Your one stop crowdfunding platform

Investment focus

Mobile Apps, Information Technology, Internet
Seed, Pre-Seed
Malaysia, Singapore

Portfolio highlights

Lapasar.com — Lapasar.com is a B2B marketplace, giving corporate buyers access to suppliers across Malaysia - via the marketplace & via RFQ tools. To adhere to and strengthen corporate governance, the marketplace comes with integrated procurement tools in the backend.
WHIP Mobility — Disruptive SAAS platform in automotive retail
Igotopia Sdn Bhd — Gecko Digital is a Digital Marketing & Virtual Tours agency. We are the biggest provider of Hotel Virtual Tours and 360 VR in Asia.

Quest Ventures is a top venture capital firm in Asia. For entrepreneurs: venture capital. For enterprises: applied innovation. For ecosystems: accelerate.

Investment focus

E-Commerce, Software, Information Technology
Seed, Pre-Seed, Series A
Singapore, Malaysia, Kazakhstan

Portfolio highlights

ZumVet — ZumVet provides access to affordable and convenient veterinary care through video calls and medication delivery. They are passionate about animals and want them to get the best possible care by offering video consults, referrals, home visits, and emergency services. It was incorporated in 2019 and is based in Singapore.
Ion Mobility — Ion Mobility is a tech-driven all-electric mobility company tackling a challenging and complex space.
Smoothly — Mobile app helping working millennials sleep better, wake up refreshed and increase energy with science-backed breathing exercises

WatchTower and Friends (WTF) is a tech accelerator that is pursuing its vision of building a startup ecosystem that will raise an ever growing number of successful startups. Operating under the tagline 'We Start Things', WatchTower and Friends initiates lines of actions that benefits startups.

Investment focus

Information Technology, SaaS, E-Commerce
Pre-Seed, Angel, Equity Crowdfunding
Malaysia

Portfolio highlights

POMEN — Car Problem? Get POMEN App for Car Service & Breakdown. We provide full car maintenance and services for you.
Bereev — A death preparation app that helps you create a plan which will guide your loved ones when you're gone. Sign up for free!
Ejen2u — Platform Sistem Pengurusan Ejen paling Komprehensif

Discover Susquehanna, a global quantitative trading firm built on a rigorous, analytical foundation in financial markets.

Investment focus

Software, Financial Services, Cryptocurrency
Series A, Series B, Seed
United States, China, Singapore

Portfolio highlights

Dfns — Supercharge your platform with keyless custody as a service. One API to generate secure wallets, manage your crypto, sign transactions, set up business rules, monitor security, and more.
Lava — Lava is a Bitcoin lending platform.
Sporttrade — Sporttrade is a marketplace. We're the only regulated prediction market for betting. We make it easy to place, track, and sell your bet to make a profit.

Over the past two decades, GFC have backed over five hundred entrepreneurs worldwide, e.g. Facebook, LinkedIn, Slack, and Away Travel.

Investment focus

Financial Services, Software, FinTech
Seed, Series A, Pre-Seed
United States, Germany, United Kingdom

Portfolio highlights

Maki — Maki is your one-stop-shop to help you assess candidates skills, for any position, in any industry, anywhere in the world.
Rabbit — At Rabbit, we plan to change how the world shops.Retail has witnessed one revolution before with the introduction of E-Commerce that changed how customers order stuff and the second revolution is here! We are proud to be among the pioneers, a handful of global entrepreneurs that are leading and shaping the retail's second revolutionWe arefunded by amazing VCs that are helping us build the next big thingYou feel it is vague? that's intended as we are still building in stealth. but trust us, it is COOL!
Scribe Health AI — The #1 Free AI Medical Scribe & Progress Note Taker. Integrated to your EMR. HIPAA Compliant AI Scribe. Save 2 hours everyday. Reduce Burnout by 80%. No credit card signup.

Build your next company with Antler, a global day zero investor enabling exceptional founders to start great companies, from the very beginning. Apply now!

Investment focus

Software, Information Technology, Artificial Intelligence
Pre-Seed, Seed, Series A
United Kingdom, Singapore, Australia

Portfolio highlights

GenPage — GenPage is a SaaS platform that supercharges outreach & account-based marketing (ABM) campaigns with personalized landing pages that captivate, engage, and close. We help our users create unique experiences at scale for every prospect with AI - and win more deals.
Lodgicl — Lodgicl streamlines the insurance supply chain to enhance the claims experience for policyholders, insurers, and partners.
FoodHealth — Your home for healthy eating made simple. Powered by a team of food lovers & Dietitians, we help you find the right food for your body. And then we deliver that food directly to your doorstep!

Bhavik Bajaj

Investment focus

Information Technology, Software, FinTech
Pre-Seed, Seed, Angel
United States, United Kingdom, Switzerland

Portfolio highlights

Asepha — Asepha is an AI clinical decision support (CDS) tool to help healthcare professionals make faster clinical decisions.
ORA Technologies — E-Commerce, Super App
THIRUMALS PAPER ARIZONA PVT. LTD. — TRADING PLATFORM OF PULP , PAPER & PACKAGING

Kairous Capital is a cross-border venture capital firm focusing on China and Southeast Asia with offices in Kuala Lumpur, Shanghai and Hong Kong

Investment focus

Information Technology, Software, E-Commerce
Series A, Seed, Pre-Seed
China, Malaysia, Singapore

Portfolio highlights

FastJobs — FastJobs is a fast and simple mobile platform for both job seekers and employers to fill non-executive and part-time jobs on the go. Fill your job vacancies FAST!
Ora — ORA specializes in direct-to-patient healthcare transformation. The company was founded in 2020 and is based in Singapore.
PangoCDP — PangoCDP helps brands and retailers build The Master Channel to customers, increase engagement, and increase revenue.

East Ventures is an early stage venture capital (VC) focused on Southeast Asia, Indonesia & Japan. Success cases include Tokopedia, Traveloka, and Mercari.

Investment focus

Software, Information Technology, E-Commerce
Seed, Series A, Funding Round
Japan, Indonesia, Singapore

Portfolio highlights

SoLeLands — SoLeLands provides children with future-ready skills, virtues, and applied competences and inspires children to love learning.
Maka Motors — MAKA is dedicated to building the best electric motorcycles for Indonesian riders.
Zenith Learning Group — Zenith Learning Group's mission is to deliver a holistic, world-class education to learners across South East Asia through technology.

Falnas Capital is an investment firm focused on developing world-class businesses within Malaysia and globally.

Investment focus

EdTech, Software, Education
Seed, Pre-Seed
Malaysia

Portfolio highlights

Pandai — Pandai is an education app that offers a personalized learning experience through curriculum-based daily quizzes, tests, exams, videos to help students get better grades.
Proficient Software — Cut construction delays & budget overruns with Proficient project management software. Designed for construction experts by construction experts.

Cento Ventures is a venture capital firm specialised in early-stage startups, and we partner with founders who are building viable tech solutions to meet regional market demands.

Investment focus

E-Commerce, Information Technology, Financial Services
Series A, Seed, Series B
Singapore, Malaysia, Thailand

Portfolio highlights

Finfra — From application to decisioning to operations - FINFRA provides the necessary infrastructure and services for technology companies to embed financial services to their environment through a seamless integration.
ProCredit — ProCredit is a tech-enabled SME lender that emerging markets SME-lending experience, having held senior credit roles at Citigroup, Standard Chartered, ANZ, and the Asian Development Bank.
Sirius — Embrace Composable Applications by learning how a Digital Business Platform can get the best of your business!

Vynn invests in entrepreneurs with strong operational involvement and capability to maintain a well-cultured team. Key industries for us are Travel, Property, Food & FMCG and Female Economics. We also focus on industry enablers such as logistics fulfilment and fintech in enhancing industry efficiencies.

Investment focus

Retail, E-Commerce, Marketplace
Seed, Series A, Series B
Malaysia, Indonesia, Thailand

Portfolio highlights

Bizbaz — Bizbaz offers financial intelligence solutions to financial institutions, fintech firms, e-commerce and telecommunication companies in Asia.With teams in Singapore, Israel, Vietnam, Philippines and Malaysia, Bizbaz offers a full suite of financial intelligence solutions, including but not limited to, comprehensive risk assessment, alternativecredit scoring, fraud detection, eKYC, financial product aggregation and recommendation systems.
WYZauto — WYZauto is an online marketplace that links luxury tyre wholesalers and auto repair facilities. WYZauto provides tire businesses with access to Thailand's largest tire inventory, references, and delivery choices.
MediSun Energy — MediSun Energy is a technology-driven company dedicated to providing clean and affordable energy. The company's WEGEN Reverse Electrodialysis (RED) technology transforms saltwater into electricity, unlocking the ocean's immense potential for renewable energy. Dedicated to achieving a net-carbon-neutral future, the goal is to build a worldpowered entirely by clean, sustainable energy through the seamless integration of commercial viability and eco-friendly solutions.

Lotus Capital Investments

Investment focus

Gaming, Blockchain, Mobile Apps
Funding Round, Seed
Egypt, Norway, Estonia

Portfolio highlights

Joystream — JoyStream is a blockchain powered decentralized media distribution, curation, discovery, and monetization platform.
Forward Protocol — Create Blockchains, Subnets, and dApps with A No-Code Interface Wordpress for Web 3.0 Cross-Chain Compatible Industry Agnostic Adoption-Focused Deploy Your dApp Now Join the Community Featured In Deploy and go live in a few minutes. No programming skills required. https://www.youtube.com/watch?v=K07z8cQPQGI&ab_channel=ForwardProtocol Lowest Barrier to Entry Easy to use Open Source Drag and drop Complete control Set
The Fashion Kingdom — Fashion, Sneakers for men, women, and kids

Hibiscus Fund LP by RHL Ventures Sdn Bhd, one of the venture capital (“VC”) fund managers under the Dana Penjana Nasional programme

Investment focus

Artificial Intelligence, Apps, Mobile
Series A, Series B, Funding Round
Malaysia, Singapore

Portfolio highlights

Soft Space — From its inception in Kuala Lumpur, Malaysia in 2012, Soft Space has grown to become the leading mobile Point of Sales (mPOS) provider in the South East Asia region, present in 13 banks across Malaysia, Indonesia, Thailand, Singapore, Vietnam, the Philippines, Australia and New Zealand.The Soft Space centralised Mobile Point-‐of-‐Salespayment platform aims to revolutionise the payment industry by enabling anyone to accept card based payments. It is certified EMV Level 2, the first in Asia to achieve this, and is also certified by MasterCard and Visa; a testament to its security, credibility and is recognised globally.Soft Space has won multiple awards including the Red Herring Top 100 Asia 2014, Merit Winner of the WITSA’s Global ICT Excellence Awards, APICTA’s Best Financial Application Award 2013, APICTA’s Best Start Up 2013, and AICTA’s award for the Best Start Up in the ASEAN region.
Versa Asia — Versa is a digital wealth management app that makes saving and investing easy and accessible, so you can achieve financial wellness.
StealthMole — Uncover hidden threats in the dark web and enhance your cybersecurity with StealthMole's advanced dark web threat intelligence platform. Learn more.

Accord Ventures is a venture capital firm that believes in and supports the potential of Asian entrepreneurs. It has invested in more than 50 startups in Japan, the United States, Taiwan, and Southeast Asia, and new technologies that bring new value to society, such as IoT, AI, and fintech, with a focus on platform businesses that utilize ITtechnology. And new services are supported.

Investment focus

Internet, Software, Artificial Intelligence
Seed, Series A, Funding Round
Japan, United States, Malaysia

Portfolio highlights

Mawari — Our mission is to unlock new perspectives with real-time immersive technology powered by a decentralized network of global resources
Openrec — Openrec is a live-streaming platform that focuses on game commentary and online event business.
Thinkfree — Thinkfree Office is a private, secure online office suite. Discover an office with flexible deployment options and MS Office compatibility.

SOSV is a global, deep tech venture capital firm that operates the HAX and IndieBio startup development programs focused on human and planetary health. SOSV invests $500,000 in startups at their inception as they onboard either HAX or IndieBio for a 4-6 month period designed to accelerate the raise of their next institutional round. SOSV joins thelater rounds of HAX and IndieBio graduates. HAX, based in a 35,000 sq ft facility in Newark, NJ, is equipped with machine tools, 3D printers, chemical, electrical and mechanical engineering labs, as well as on-staff engineering and design experts. SOSV's IndieBio has locations in NYC and San Francisco, both of which offer extensive services and facilities to founders including on-site BSL-2 labs, well equipped lab benches and hoods, and advanced lab equipment, such as chromatography equipment.

Investment focus

Biotechnology, Health Care, Software
Seed, Convertible Note, Pre-Seed
United States, India, United Kingdom

Portfolio highlights

MixRift — MIXRIFT - game developers specialized in Mixed Reality
unspun — From 3D scan to perfect fitting custom jeans. unspun makes each pair of jeans unique to your actual body and design. On a mission to reduce global carbon emissions by 1%. As seen in Fast Company's World Changing Ideas, Time's Best Inventions, and PopSci's Best of What's New. Welcome to the future of apparel.
Mesa Quantum — Unlock the potential of chip-scale quantum sensing for enhanced Position, Navigation, And Timing capabilities. Explore Mesa Quantum's practical solutions.

Welcome to Soma Capital

Investment focus

Software, FinTech, Financial Services
Seed, Pre-Seed, Series A
United States, India, Mexico

Portfolio highlights

Podqi — Podqi is an AI-powered platform specifically designed for entertainment companies to automate monitoring, takedown, and retroactive compensation for infringement on their portfolio of IP.
Artisan AI — Artisan is on a mission to build the first generation of AI employees, called Artisans, who can automate specific roles & workflows.
Flashnet — Flashnet is commited to build a Bitcoin exchange that anyone can use and where people keep their own money.

N7 Labs is a San Diego-based consulting and retail organization.

Investment focus

Cryptocurrency, Social, Internet
Seed, Funding Round
Nigeria, Malaysia

Portfolio highlights

Torum — Convert your crypto to Ringgit and spend it at any DuitNow QR-enabled merchant with ease.
Wicrypt — Wicrypt is a dynamic organization that consistently allows its users to get paid by sharing their Wi-Fi.
Bella Protocol — Bella Defi suite allows users to simply deposit and enjoy high yield from sophisticated arbitrage strategies, either on-chain or via custodian service.

UpHonest Capital is a sector agnostic early-stage VC based in Silicon Valley. We invest in Seed, Pre-A, and Series A stages and many of our portfolio companies go on to receive later-stage investments from Sequoia, Accel, a16z, and others. We have invested in over 400 portfolio companies including Checkr, Boom, Astranis, Rippling, Turing, etc. We have an overseas vision and an active innovative ecosystem, which integrates a high-quality entrepreneur community, innovation events, media & communication coverage, and entrepreneurship education.

Investment focus

Software, Artificial Intelligence, Information Technology
Seed, Series A, Pre-Seed
United States, China, Singapore

Portfolio highlights

Monetizy — Monetizy operates as a 24/7 AI Revenue Engine.
Palona AI — Bring your brand to life. Make your customers fall in love.
Cygnus Finance — Cygnus is a tool that helps different blockchains work together by allowing to share security and keep their networks safe.

For builders, by builders. We back great teams building great products.

Investment focus

Blockchain, Cryptocurrency, Software
Seed, Funding Round, Series A
United States, Singapore, Canada

Portfolio highlights

Joepegs — Dive into Joepegs, the leading Web3 platform for NFTs and digital collectibles. As a cultural hub in the Web3 space, we offer secure buying, selling, and discovery of innovative digital assets.
Lemon Cash — Lemon Cash is digital wallet with FIAT and crypto capabilities. End to end digital ecosystem for Latin America.
Lens Protocol — Lens Protocol is a composable and decentralized social graph, ready for you to build on so you can focus on creating a great experience, not scaling your users.

Axiata Digital Innovation Fund is a technology venture fund formed by Axiata Berhad.Axiata has controlling interests in six mobile operators under the brand names of ‘Celcom’ in Malaysia, ‘XL’ in Indonesia, ‘Dialog’ in Sri Lanka, ‘Robi’ in Bangladesh, ‘Smart’ in Cambodia and ‘Ncell’ in Nepal, with strategic interests in ‘Idea’ in India and ‘M1’in Singapore.

Investment focus

Apps, Retail, Fitness
Series A, Series B, Funding Round
Malaysia, Singapore, Sri Lanka

Portfolio highlights

TheLorry — We offer a wide range of moving services from house moving to cross-border relocation.
Signature Market — Healthy Snacks Malaysia - Buy natural & organic products at 20% - 50% off. Signature Market wants to make healthy living accessible & affordable to all Malaysian families.
MyDoctor — MyDoctor is a digital health solution company that provides medical services using technology.

Vertex Ventures Southeast Asia and India invests in high-growth start-ups seeking their first round of institutional venture capital funding in Southeast Asia and India, with a primary focus on Singapore, India, Indonesia, Thailand and other emerging hubs of innovation across the region. It has a long and strong track record of investing in early-stage startups and building champions like Grab, Patsnap, 17Live, Nium, FirstCry, Licious, AsianParent, Validus, Warung Pintar, and others.

Investment focus

E-Commerce, FinTech, Software
Series A, Series B, Seed
India, Singapore, Indonesia

Portfolio highlights

Spyne — Remove background from any product image in seconds 100% automatically. No editing skills required! Single-click to change the image background.
Nuuk — Out with the old, in with the NUUK! Welcome to Nuuk, where the cool vibes of Greenland's capital inspire our line of home and kitchen appliances.
Pilgrim — Pilgrim - Premium International Brand | No Animal Testing, No Harmful Chemicals, Natural, Vegan Friendly, FDA Approved.

A fund dedicated to backing the most brilliant minds in the blockchain space

Investment focus

Blockchain, Cryptocurrency, Gaming
Seed, Funding Round, Initial Coin Offering
United States, Singapore, United Kingdom

Portfolio highlights

A-World — A-world is a super metaverse card tower defense battle game based on BNB CHAIN.
NeuronX — NeuronX Protocol is the pioneering decentralized lending protocol on Dfinity, setting the stage for smart DeFi. By focusing on AI-driven automation and enhanced user experiences, NeuronX aims to revolutionize the DeFi landscape and appeal to a broader audience. At the core of NeuronX is a groundbreaking innovation: AI-Powered Smart LiquidityPlatforms (AILPs). These AILPs are advanced vault strategies operated by intelligent AI algorithms. Users can effortlessly gain leverage by simply depositing a base asset. Behind the scenes, AILPs leverage AI to automate complex transactions and continuously rebalance positions, ensuring optimal leverage without the risk of liquidation. This integration of AI streamlines the process, making advanced financial strategies accessible and hassle-free.
Vue Protocol — Vue Protocol operates as a layer2 for Web3 Social.

Argor Capital is an early stage venture fund focused on the fast growing markets of Southeast Asia.

Investment focus

E-Commerce, Mobile Apps, FinTech
Series A, Seed, Series B
Indonesia, India, Vietnam

Portfolio highlights

ReturnKey — Returns Management for Singapore, Malaysia, Indonesia, Philippines, and more to come. Sync to your e-commerce platform on Shopify, Magento, and Woocommerce.
Vigo Retail — Vigo Retail is an e-commerce platform that provides retail services by connecting suppliers, brands, and distributors.
SeIndonesia — Se’Indonesia is a fastest growing Indonesian Quick Service Restaurant chain. providing high-quality protein that is flavorful, nutritious, accessible, and affordable. The company specializes in smoked beef bowls, leveraging a proprietary smoking process that delivers distinct taste and aroma rooted in Indonesian culinary tradition.Founded with avision to revolutionize the food industry, Se’Indonesia emphasizes product integrity, operational scalability, and efficient delivery formats. Through its commitment to honest cooking and accessible nutrition, the company is positioned to lead the next generation of quick-service food solutions across Indonesia and beyond.

Oasis Capital Ghana Limited was established in February 2009 under the laws of the Republic of Ghana as a growth and venture capital fund manager. We seek to provide risk capital in the form of equity, quasi-equity and profit-sharing facilities to entrepreneurial businesses in Africa. We also offer a business development service to investeecompanies as part of our value proposition. By combining finance and BDS, Oasis is able to leverage its analytical approach to better mitigate risk, improve the business models of our clients and realize sustainable returns for our stakeholders.

Investment focus

Property Development, Cryptocurrency, Financial Services
Funding Round, Seed, Series A
Ghana, United States, China

Portfolio highlights

FanAnywhere — Your one-stop blockchain solution for a celebrity to engage the fan base, exclusive Fan Tokens, exchange in FAW pairs & own exclusive celebrity artworks
Polly Polymer — Polly Polymer is a manufacturer of 3D printing terminals. They are engaged in the research and development of dental and medical polymer materials and 3D printing for sports equipment, medical devices, consumer electronics, automobiles, and other industries, enabling clients to shorten the research and development cycle and reduce costs. PollyPolymer, with its superior materials and large-scale 3D printing production, has become a catalyst for corporate digital intelligent manufacturing transformation, upgrading, and innovation.
Tangia — Tangia is an all in one platform that allows content creators to supercharge their viewer engagement, boost income, and unleash viewer creativity

Patamar Capital is Southeast Asia's leading impact-driven venture capital firm. Founded in 2011, Patamar invests in early-stage companies building sector-defining platforms that maximize positive impact and financial returns.

Investment focus

FinTech, Financial Services, E-Commerce
Series A, Seed, Series B
Vietnam, Indonesia, Singapore

Portfolio highlights

Jana Care — Jana Care develops and manufactures Aina Blood Monitoring Device, a novel connected blood diagnostic device.Jana Care founders Sidhant Jena, Michal Depa, and Prof. Tarun Khanna were challenged by an enterprising physician-entrepreneur (Dr. Devi Shetty) to build a smartphone app for health workers to screen for Oral Cancer and CardiovascularDisease in remote rural communities in India. What started off as a side project during graduate school, became one of the largest chronic disease screening programs in the world and eventually led to Jana Care.
Vigo Retail — Vigo Retail is an e-commerce platform that provides retail services by connecting suppliers, brands, and distributors.
Lhoopa — Making homeownership achievable for every Filipino family.

Worshipper Capital is an investment firm.

Investment focus

Social, Mobile Apps, Social Media
Seed, Funding Round
Malaysia

Portfolio highlights

Torum — Convert your crypto to Ringgit and spend it at any DuitNow QR-enabled merchant with ease.

Skywater Capital is a cryptocurrency digital asset index fund.

Investment focus

Social, Mobile Apps, Social Media
Seed, Funding Round
Malaysia

Portfolio highlights

Torum — Convert your crypto to Ringgit and spend it at any DuitNow QR-enabled merchant with ease.

Building momentum for ideas in WEB3.

Investment focus

Blockchain, Gaming, Cryptocurrency
Seed, Funding Round, Pre-Seed
United States, Singapore, United Kingdom

Portfolio highlights

NodeOps — NodeOps Network is the leading chain-agnostic, AI-powered DePIN Orchestration layer for general-purpose Compute, economically secured by Autonomous Verifiable Services (AVS)
RiskLayer — RiskLayer is an economic security middleware for DeFi and providing services and validating Creating positive feedback loops.
E Money Network — E Money Network is a modular Real-World Asset (RWA) blockchain technology designed with compliance at its core.

IDC Ventures is the venture capital arm of Grupo IDC, a Latin American investment bank founded in 1995. Grupo IDC’s activities cover Private Equity, Venture Capital, Real Estate, Infrastructure, Corporate Finance, and a Guatemalan Broker-Dealer. For the past decade, IDC has been involved in technology start-ups through co-managed funds, directinvestments, and joint ventures, working with tech companies to accelerate their penetration and expansion across LATAM. The latest fund is created by a select group of corporate leaders, successful entrepreneurs. and venture capitalists from Latin America.This fund will invest in tech start-ups from Series A to growth stages across Europe, the US, and Latin America.

Investment focus

Financial Services, FinTech, E-Commerce
Series A, Series B, Funding Round
United States, United Kingdom, Brazil

Portfolio highlights

Curve — Curve is a banking platform that consolidates cards and accounts into one smart card and app.It allows customers to supercharge their legacy banks to the 21st century without leaving their bank or topping-up. Curve offers a host of benefits to its customers; it makes cards fee-free when spending abroad, get instant notifications andcategorization of spend, earn an instant 1% cashback at the likes of Amazon, Uber, Netflix and Sainsbury’s and Time Travel enables customers to swap spend to a different card in the app for up to two weeks after the purchase was made. Curve also offers Curve Customer Protection, a policy that covers all credit and debit card payments made via the Curve card up to £100,000, giving cardholders an extra layer of protection for disputes with merchants and any unauthorised use of their Curve card. IDC Ventures backs Curve with Fuel Venture Capital, Vulcan Capital, OneMain Financial, and Novum Capital backs Curve.Shachar Bialick, Anna Mostyn Williams, and Tom Foster-Carter established the company in London, England in 2015.
Osigu — Osigu provides an insurance management platform intended to be used for data processes and data transfers. The company's insurance management platform helps in all the transactions and data transfers that happen between insurance providers, insurance partners, and the customers eliminating all the over processed and haphazard paperwork foundin the back end systems, enabling clients with a reliable and efficient technology that helps them to serve their millions of customers easily without any hassle.The company was established in 2015 and is headquartered in Guatemala.
Marco — Marco provides access to fast, flexible financing so you can manage cash flows and invest in growth. Factoring made easy.

Redline Blockchain Capital is an investment firm.

Investment focus

Social, Mobile Apps, Social Media
Seed, Funding Round
Malaysia

Portfolio highlights

Torum — Convert your crypto to Ringgit and spend it at any DuitNow QR-enabled merchant with ease.

Angel Investor

Investment focus

FinTech, Internet, Payments
Angel
Malaysia

Portfolio highlights

CHIP - Cash, Card & Coin Handling Integrated Platform — CHIP (Cash, Card & Coin Handling Integrated Platform) is an online payment platform for both individual and business merchants to collect payment from customers via online banking, card & digital coin/token. Our services include digital company secretary, treasury management & expense management for your online business.

Harvard Management Company is an organization that manages the financial investments of the Harvard University.

Investment focus

FinTech, Financial Services, Software
Seed, Pre-Seed, Series D
United States, Mexico, Chile

Portfolio highlights

Glitzi — Terapeutas certificados y expertos en belleza confiables, que garantizan la mejor experiencia.
Konta — Konta offers an online accounting service for micro and small businesses in México. Their company vision is to make running a small company easy. They are helping freelancers and small entrepreneurs by implementing a cost-effective, automated online accounting service. José Menéndez and Pablo Icaza founded the company in September 2019, with itsheadquarters in Monterrey, México.
Source — Discover SOURCE Water, a renewable, clean drinking water solution made possible by the power of Hydropanels

We support entrepreneurs across Southeast Asia, and selectively India.

Investment focus

Financial Services, Health Care, FinTech
Seed, Pre-Seed, Series A
Singapore, India, Thailand

Portfolio highlights

Stimuler — Your personal AI speech coach
Visa2Fly — Online visa application- Apply for a tourist visa online to top destinations like Dubai, UK, USA, Dubai, etc. hassle-free with Visa2fly. know more about Apply Visa Online- Visa2fly
Pallav Technologies — Pallav leverages AI to analyze customer applications, enhancing approval rates and improving loan repayments. Our cutting-edge machine learning models and deep technology integration provide real-time creditworthiness insights to banks.

We Focus Exclusively On Adding Value To Blockchain & Emerging Technology Projects With Real World Applications.

Investment focus

Blockchain, Cryptocurrency, FinTech
Seed, Pre-Seed, Funding Round
United States, United Kingdom, Singapore

Portfolio highlights

Unit — Unit Network DAO is a sovereign layer 1 blockchain built using the Substrate framework by the Web3 Foundation, Polkadot and Parity Technologies. It provides the technological and economic infrastructure for mainstream adoption of the token economy. A near-future in which millions of tokens fuel borderless communities to empower the globe.
M10 — Material10 is an international game studio and publisher with a vision to build the future of massively multiplayer games, leveraging cutting edge technology and creating truly open virtual economies.
Validation Cloud — Discover enterprise-grade staking and node infrastructure: Ethereum, Polygon, and more. Enjoy secure, fast, and reliable staking and node services with Validation Cloud.

VentureTECH is principally an investment company established by the Government of Malaysia in 2009 with the national mandate to encourage the participation of local Malaysian companies in high value-added and high technology industries, a key mainstay that will drive Malaysia into a sustainable high-growth economy.

Investment focus

Biotechnology, Information Technology, Health Care
Corporate Round, Series B, Series A
Malaysia

Portfolio highlights

WISE AI — Known as the FACE OF ASEAN by our partners, WISE AI strives to become the market leader of digital identity in Southeast Asia by creating digital identity for 650m people in the region. Our products include facial recognition, eKYC (Know Your Customer) and Cyber ID. WISE AI works closely with System Integrators to provide their customers fromvarious industries with AI powered solutions. The Company also collaborates with universities, government agencies, R&D organisations in research collaborations and to nurture local AI talents.
Bateriku — 'Azarol Faizi is the Founder & CEO of Bateriku Group of Companies, Malaysia’s leading Vehicle Ownership Experience Service Provider' Azarol Faizi is a Malaysian entrepreneur and the Founder and CEO for Bateriku Group of Companies – a Vehicle Ownership Experience platform that provides breakdown and maintenance solutions directly tovehicle owners via technology and gig economy.Today, there are 3 companies under Bateriku Group of Companies namely Bateriku (M) Sdn. Bhd., Akademi Bateriku Sdn. Bhd. and BPlaz (M) Sdn. Bhd. Azarol previously founded Astra Manufacturing, a battery manufacturing factory that primarily supplies automotive and industrial batteries to OEM and REM companies such as Proton, Perodua, Mitsubishi, Petronas and Telekom.Azarol’s vision was to ultimately make it easy and seamless for vehicle owners to receive solutions and support to anything and everything that is related to their vehicle. He wanted to create a sustainable ecosystem of automotive product and service providers that prioritize awesome customer experience, every time, all the time.Inspired by the tech disruption created by MyTaxi and Uber in Malaysia, Azarol saw the gap in the market for battery replacement for vehicle owners. In 2014, he pivoted his 7-person team to establish Bateriku.com – an online platform that enable vehicle owners to find on-demand solution to that dreadful #battkong experience via its well trained and equipped crowdsourced technicians or BHero. In 2015, Bateriku.com started to build a network of Dealers under the ‘BPreneur’ Program to establish its unique selling proposition of Nationwide Warranty Assistance. The BPreneur program has enabled the opening of more than 150 Bateriku retail outlets or Pitstops nationwide including in Sabah and Sarawak. In 2017, Bateriku launched its Bateriku Customer App for a seamless after-sales customer experience that complements existing touchpoints of 24/7 hotline number, web booking, whatsapp and social media enquiries.In 2019, the group expanded its on-demand battery solution by offering full-fledged Roadside Assistance to vehicle owners under BPlaz. The solutions offered include towing, tyre replacement, fuel top-up and car lock-out services. The services are fulfilled by either its BHero network or workshop partners under the ‘BBuddy’ program. In the same year, Bateriku was appointed as Etiqa Insurance’s service provider to serve Etiqa’s 2.5Million insurance subscribers. To date, Bateriku has served close to 1.2 Million vehicle owners and has shared more than RM12 Million in commission payouts within its ecosystem partners. The group reached multiple milestones in 2022 when it was appointed by Allianz Malaysia to serve Allianz’s 3.5 Million subscribers. In the same year, Persatuan Insurans Malaysia (PIAM) also appointed Bateriku as a licensed insurance agent. The biggest milestone for the group happened on May 22 with the launching of Bateriku’s very own automotive product range under the Astra brand by Bateriku.com. Since the introduction of Astra batteries, Bateriku has managed to sell more than 200,000 units of batteries nationwide. More recently, the Astra brand has also introduced exclusive Astra wiper blades to the Malaysian market since April 2023. Azarol is determined to bring in more fast-moving products under the Astra brand for the benefit of not just vehicle owners, but also to its ecosystem partners. Today, the group has built an ecosystem comprising close to 1,000 BHeros, 100 BPreneurs and approximately 3,000 BBuddys to fulfil the growing demand for battery and roadside assistance solutions. Bateriku today collaborates with prominent brands including Allianz, Etiqa, Socar, Gocar, Touch & Go, Setel and Grab by providing multiple value-added offerings to respective partner’s ecosystem.In January 2023, Bateriku established Akademi Bateriku – a training centre that primarily aims to streamline on-the-ground deliverables to its growing ecosystem. Akademi Bateriku received endorsement from HRDF for its multi-level certification programs that includes vehicles systems troubleshooting as well as EV and Hybrid systems.Concurrently, Bateriku also established its first BGarage – a workshop model designed and operated by Bateriku to accommodate customers with non-related battery issues such as alternator and starter issues. The establishment of BGarage value-adds to the overall customer experience for Bateriku’s existing and potential customers.Recently, Bateriku signed a Memorandum of Contract with TowMe Asia – a roadside assistance company based in Singapore to provide cross-border solutions to travellers to/from Malaysia and Singapore respectively.In its pipeline, the group is looking to solidify its position by digitizing the 3 verticals of Battery, Breakdown and Bengkel into an inclusive automotive digital platform called ‘Bazaar.’ Enabled by its priority on customer experience and the advancement of technology, the group has evolved from a brick-and-mortar battery reseller to providing real solutions very much needed by vehicle owners, not just in Malaysia and Singapore but soon to other ASEAN countries.
Nexagate — Nexagate is Malaysia's leading Cybersecurity provider with 300+ global clients. We provide leading Security Risk Compliance, Security Assessment (VAPT, Compromise Assessment) with 24x7 Managed Security Services.

Joel Neoh is the Founder and CEO of Fave. He attended Monash University.

Investment focus

Apps, Mobile, Fashion
Seed, Pre-Seed, Series A
Malaysia, Hong Kong, Singapore

Portfolio highlights

KFit — KFit gets you into the best fitness studios, classes and gyms in your city. Get access to unlimited group fitness classes and activities with just one monthly membership. Transform your workouts.Never get bored. Discover new ways to move. Take as many classes per month as you’d like. Try a different studio everyday. It’s time to work out the wayyou want to.
Ejen2u — Platform Sistem Pengurusan Ejen paling Komprehensif
ULive — Live Commerce Enabler for Social Media Live Sellers.

Join Angel One Investor Network: Your Path to Profitable Investments. Curated ventures, expert angel investors, and more. Take action now!

Investment focus

Software, SaaS, Health Care
Angel, Seed, Series A
Canada, United States, Malaysia

Portfolio highlights

Torum — Convert your crypto to Ringgit and spend it at any DuitNow QR-enabled merchant with ease.
Coldblock — Coldblock Technologies Inc delivers short wave infrared sample digestion technology to prepare samples for analysis, accuracy and safety.
fraction/al — Fan Ownership Platform that empower fans to own a piece of their favorite sports team.

Our former entity “IMJ Investment Partners” was established in 2012 by IMJ Corporation (“IMJ”), a major digital marketing company, as an independent venture capital subsidiary in Japan. After IMJ was acquired by Culture Convenience Club (“CCC”) in 2013, we continued our investment activities independently, and eventually relocated our office toSingapore to change our strategy and start a venture capital fund for the Southeast Asia market. In 2015, we established the Japan office and started a venture capital fund for the Japanese market.In tandem with the expansion of our business, we left the CCC Group, changed our name to “Spiral Ventures” in 2017, and made a fresh start as an independent venture capital firm.taken from https://spiral-ventures.com/en/group-info/

Investment focus

E-Commerce, Internet, Information Technology
Seed, Series A, Series B
Japan, India, Indonesia

Portfolio highlights

Ixyas — Ixyas offers internet service planning, operation, marketing support, and sales services.
Remind — Remind provides e-waste management and recycling solutions for electronic waste.
Secai Marche — SECAI MARCHE is Farm-Fresh Platform to link farmers and enthusiasm chefs and consumer in all over the world.

NFQ accelerates the success of entrepreneurs with a current team of 250 specialists delivering company-building services.

Investment focus

E-Commerce, Travel, Tourism
Seed, Series A, Pre-Seed
United States, Germany, Austria

Portfolio highlights

Raus — Book restful space in nature, near your city and outside your daily routine. Contemporary cabins around Berlin and across Germany. Book now at the official raus.life website.
Productpine — Discover, experience, and buy emerging brands and products from all over the world, at Productpine. Shop online through a personalized journey and be inspired!
The Naked Market — The Naked Market is a next-generation consumer products company that is creating a portfolio of food & beverage brands.

The Hive Southeast Asia is a VC fund backed by Palo Alto-based venture capital firm The Hive, Tuas Capital Partners, and Sunway. The Hive applies its entrepreneurial and operational experience to accelerate company building.

Investment focus

FinTech, Human Resources, SaaS
Seed, Series A
Malaysia, Singapore

Portfolio highlights

iMotorbike — iMotorbike is the #1 motorbike online E-commerce website in South East Asia, providing a fast, secure, simple and trouble free online experience with a wide variety of product range, setting itself apart from what exists in the market. iMotorbike offers three main categories: motorbikes, parts and accessories. For a complete 360° experience,iMotorbike also enables users the access to services such as insurance and financing. At iMotorbike we always strive to offer our customers the best experience through a complete and efficient online ecosystem for motorbike users, lovers and professionals.
Cult Creative — Cult Creative is rocket fuel to a creative's career. Find creative jobs, designer jobs, social media marketing jobs, all in Malaysia and beyond. Download the Cult Creative app and you'll be apply to apply to over 80 creative jobs in Malaysia.
Finology — An Asia-Pacific fintech company that specialises in enabling embedded and seamless end-to-end access to financial products.

Set up as a two-way channel for Malaysian companies and investors to tap into international resources and vice-versa, Kumpulan Modal Perdana (KMP) is a venture capitalist with a difference. Sure we make venture investments but, we go beyond mere financing. For us at KMP, technology, innovation and business are our food, water and the air webreathe.We target small technology companies that offer prospective high-growth potential. Our aim is to grow with you.We are mandated to focus on technology development in support of Malaysia’s Economic Innovation Model. That’s why we invest more than capital - we invest our time, expertise, and network in our portfolio companies. Venture capital for us is not just about investing in the "right" companies. It is about strong partnerships with dedicated entrepreneurs, who are devoted to making their ideas become reality - just like we are.Every one of us at KMP is willing to walk the extra mile in a bid to make each project we get involved in a success. On top of financing, we offer Value Added services that can make all the difference to your success.If you’re skeptical about any of this, come and talk to us, we know you’ll be convinced.

Investment focus

Software, Machine Learning, Information Technology
Seed, Funding Round, Series A
Malaysia, Singapore

Portfolio highlights

Vircle — Vircle is a fintech technology that enables users to build controlled cashless commerce communities with an emphasis on societal health and well-being. It has been initially developed as a cashless school and a peer-to-peer subsidy solution, where the provider provides beneficiaries consumption entitlements, such as cash value, specific items suchas healthy food, groceries, etc., based on digital entitlements, and the actual cashless payment occurs in the background when the actual consumption occurs, giving providers the visibility of consumption.
Evlos — Evlos automates product quality inspections using artificial intelligence. Sensors, cameras, and machine vision software are used to detect defects during manufacturing processes. Our products are highly customizable according to your business needs.
SmartRetail — Smart vending machines

Waterdrip capital invests in blockchain industries.

Investment focus

Blockchain, Cryptocurrency, Information Technology
Seed, Funding Round, Series A
Singapore, Canada, United States

Portfolio highlights

TonUP — TonUP offers cryptocurrencies as well as IDO services.
4Everland — 4EVERLAND is a Web 3.0 cloud computing platform that integrates storage, computing, and network core capabilities.
Ordz Games — Ordz Games is a gaming provider for the Bitcoin eco-chain.

Transcosmos is a Japan-based company principally engaged in outsourcing. It mainly provides call center, business process outsourcing, and digital marketing services, including inbound and outbound, fulfillment, support desk, web integration, marketing research, and more. In 2014, it expanded its services to specifically cater to the eCommerceindustry, providing end-to-end e-commerce solutions.

Investment focus

E-Commerce, Advertising, Logistics
Seed, Series B, Funding Round
Japan, Brazil, Malaysia

Portfolio highlights

Wodca — Wodca is the developer of a Token Wallet service that can distribute virtual currency in real time.
GDX — No.1 SaaS and Sustainable Brand EC Enabler and Omni Channel Solution in Southeast Asia and India Chat GPT and AI Robot take over EC operation from manpower. From Silicon Valley US, Bangalore India and Tokyo Japan to the worldThe growth of the EC market is hindered by the limited capacity and capability of human resources to build and operate ECbusinesses.GDX solves the problem of limited human resource capacity and capability with high-level planning and project management capabilities using AI robots and stable operations at low cost using ChatGPT.GDX will contribute to the economic growth of Southeast Asia and India by sustainably expanding the EC market using cutting-edge IT technology.
Soft Space — From its inception in Kuala Lumpur, Malaysia in 2012, Soft Space has grown to become the leading mobile Point of Sales (mPOS) provider in the South East Asia region, present in 13 banks across Malaysia, Indonesia, Thailand, Singapore, Vietnam, the Philippines, Australia and New Zealand.The Soft Space centralised Mobile Point-‐of-‐Salespayment platform aims to revolutionise the payment industry by enabling anyone to accept card based payments. It is certified EMV Level 2, the first in Asia to achieve this, and is also certified by MasterCard and Visa; a testament to its security, credibility and is recognised globally.Soft Space has won multiple awards including the Red Herring Top 100 Asia 2014, Merit Winner of the WITSA’s Global ICT Excellence Awards, APICTA’s Best Financial Application Award 2013, APICTA’s Best Start Up 2013, and AICTA’s award for the Best Start Up in the ASEAN region.

Investors by industry

Artificial intelligence