About Me
Chief AI Technology Officer · Technology Architect
I'm Andy Koh (Koh Bin Hing) — CAITO / CTO for AIEE.DEV, Quicksales.ai, and Craveva. Enterprise AI architect with Fortune / government delivery DNA — 27+ years architecting, delivering, and scaling mission-critical systems, and building venture-backed AI platforms from zero to market.
Career Mission: Build AI enterprise solutions at scale. Edge = Enterprise DNA (Fortune Global 500 · Gov mega-ICT · multi-country SLA · CxO stakeholders) + Founder DNA (fundraising · product architecture · GTM · multi-venture CAITO load) + Hands-on AI (Multi-LLM · MCP · RAG · NL2SQL · Cursor · Next.js / TypeScript).
Enterprise DNA
Fortune Global 500 · Gov mega-ICT · Multi-country SLA · CxO stakeholders — 15+ years inside FMCG, government ICT, luxury retail, and hospitality.
Founder DNA
Fundraising · Product architecture · GTM · Multi-venture CAITO load — GEMS US$62.5M pipeline · Quicksales.ai · Craveva · GAME ONE · ARENA.
Hands-on AI
Multi-LLM · MCP · RAG · NL2SQL · Cursor · Next.js / TypeScript — shipping agentic systems across WhatsApp, F&B OS, and enterprise hubs.
Scale Proven
20+ platforms · 70K+ enterprise users · US$440B+ employer backdrop · US$68.2M tech fund · 10+ countries · 14 AI projects · S$1.3B SOEasy · 342+ LLMs (Craveva).

2025 – Present · Singapore · Hybrid
CAITO / CTO — Chief AI Technology Officer
AIEE.DEV
Skills applied: Multi-LLM · MCP · Next.js · React · TypeScript · Flutter · Laravel · Docker · Agent Orchestration · Product Architecture · Cursor
Built and operates AIEE.DEV (aiee.dev) — AI Enterprise Solutions hub: end-to-end engineering with AI, blockchain, and cloud-native architecture. All vertical products engineered and shipped under Andy’s CAITO/CTO ownership.
- Product family live: Projects · Agents/AGI · Voice · Education · Business · POS · Sales · Beauty · Services · Database (Craveva) · ERP · Esports · Interior · Proposals.
- Hub also packages Sotatek alliance AI products (SotaAgents · SotaVision · NoteX · TranleaX · SotaMed · Workflow) alongside Quicksales + Craveva.
- Trusted-By / portfolio brands on aiee.dev: HP · P&G · RWS · Hilton · Starbucks · Decathlon · Shopee · Foody · Lotteria · Petronas · PetroVietnam · Yamaha · LG Innotek · Lotte · Viettel · MoET VN · Aventis · BitMart · Aptos · Algorand · Sui · Tether · Boomi · Lemon HC · Megazone · Metanet · ONG&ONG · CFLD · GALA · Klaytn.
- Education GTM: international schools across HCMC / Hanoi (BIS · ISHCMC · SSIS · UNIS · BVIS · SIS · VAS · …) listed on AIEE Trusted By / schools strip.
- Engineering: Next.js/React/TS monorepos · Flutter beauty app · Laravel services marketplace · Docker/Contabo · Cursor-native multi-LLM delivery.

Jul 2026 – Present · Singapore · Hybrid
CAITO (Chief AI Technology Officer)
Quicksales.ai — #1 WhatsApp AI sales for SEA
Skills applied: WhatsApp Business API · Multi-LLM · RAG · MCP · NL2SQL · MERN/PERN · Redis · GCP · Lead Gen · Flow Builder · Cursor
Built Quicksales.ai (quicksales.ai) from the ground up — the #1 trusted WhatsApp AI sales platform for growing businesses in SEA.
- Shipped full product portfolio: AI WhatsApp Agent (multi-lingual text/voice), AI Knowledge Base, Multi AI Agent, Human Takeover.
- Lead growth stack: Lead Scraper (Google/Facebook/LinkedIn), Broadcast Messaging, WABA templates, Website Chat Widget → WhatsApp.
- Automation: appointment scheduling + Google Calendar sync, WhatsApp Group AI, automated follow-ups, Flow Builder / keyword actions.
- Roadmap owned: AI Workflow Builder, CRM integration, AI Call Agent — plus Starter→Custom SaaS plans (MAC, workspaces, webhooks/API).
- AI/tech: multi-LLM (OpenAI · Claude · Gemini · Llama · Mistral · DeepSeek), RAG knowledge base, MCP/NL2SQL; Official WABA + Baileys; MERN/PERN on GCP.
- Daily build in Cursor / VS Code with GitHub Copilot + MCP tool-use for agent workflows.

Sep 2025 – Jun 2026 · Singapore · Hybrid
CAITO (Chief AI Technology Officer)
Craveva Pte Ltd — ai.craveva.com · F&B AI Business OS · GCP Singapore
Skills applied: 342+ LLMs · RAG · NL2SQL/MDL · Agent Builder · pgvector · Atlas · Next.js · TypeScript · GCP · PDPA · RBAC · POS Integrations
Architected ai.craveva.com — F&B database agent platform on GCP (Data + AI + Deploy layers).
- AI stack: 342+ LLMs / 50+ providers (OpenAI · Anthropic · Google · Meta · Mistral · Cohere · DeepSeek · Qwen), LLM Router, RAG, NL2SQL semantic layer (MDL).
- AI Agent Builder: auto schema discovery, ER mapping, 12 agent types, prompt engineering — IDE workflow in Cursor / VS Code / JetBrains.
- Deploy agents to WhatsApp, LINE, Telegram, Messenger, Zalo, Shopify — multi-outlet F&B.
- 13 DB connectors + POS/delivery (Koomi, GrabFood, Foodpanda, Shopee Food); dual-vector isolation.
- Full-stack Next.js / React 18 / TypeScript / Node; AES-256-GCM, RBAC, SSO, PDPA, GCP SG.

Jan 2024 – Present
CAITO (Advisory) — Esports World Federation (ESWF)
Esports World Federation (ESWF)
Skills applied: AI · Blockchain · Digital Infrastructure · Global Esports Governance
- C-level advisory on AI, blockchain, and digital infrastructure for global esports governance.
- Bridge Web2 competitive gaming with Web3 asset infrastructure under responsible gaming frameworks.

Sep 2021 – Dec 2025 · Hong Kong SAR / SEA · Hybrid
CEO & Co-Founder · CAITO (Chief AI Technology Officer)
GEMS Esports 3.0 — thegems.gg · US$62.5M pipeline
Skills applied: O2O Tournament SaaS · Web2/Web3 · Fundraising · Partnerships · Smart Contracts · Token Prize Rails · Esports Ops · AI Coaching Layer
Co-founded GEMS — Gaming · Esports · Metaverse · SocialFi aggregator (thegems.gg).
- CEO & Co-Founder with LABS Group · ARENA Esports Hotel · Game One — O2O GameFi + offline esports hotels.
- Built O2O tournament platform: Web2 + Web3 hosting, Tournament-as-a-Service, fiat payouts, O2O API subscription, smart-contract player/team rails, token prize distribution.
- Fundraising & ecosystem: US$4M USDT raised · 32+ VCs · 80+ partners · capital pipeline including US$50M GEM Digital commitment (US$62.5M total pipeline).
- Traction: 20K+ accounts · 1,000+ teams · 6+ SEA countries · 5M+ online traffic · 3M+ viewers · US$500K+ revenue (2023) · 50+ tournament sponsors/brands · 10× users in 2023.
- Tournaments/events: PUBG Mobile Mastercup (VN/SG/TH/SEA) · Axie Infinity Championship · Dota 2 Mastercup SEA · university cups · BitMart KYC · Binance Watch Party.
- Product roadmap owned: Multichain · Support2Win · Staking · Wallet Aggregator · NFT marketplace · GameFi aggregator · Web2 tournament beta.
- Also led cognitive AI coaching layer: agentic LLM routing, Tilt Recovery telemetry, Personal AI Employees, token/cost observability.
- Advisor network & partners spanned Dreams Quest · SkyArk · Project SEED · Tezos · PARSIQ/IQ Protocol · Mineski · BitMart · Binance ecosystem events.

Jul 2023 – Jan 2025 · Singapore · Remote
Blockchain Advisor & Mentor
Gamevolution — Web3 + AI advisory
Skills applied: Web3 · Smart Contracts · Tokenomics · GameFi · AI NPCs · Architecture Advisory · GTM
Advised game studios transitioning titles into Web3 and AI-enhanced gaming ecosystems.
- Advised on blockchain + AI for player-driven economies and intelligent gameplay.
- Mentored teams on Web3 architecture, smart contracts, and in-game AI agents.
- GTM advisory: product-market fit, tokenomics, and community launch strategy.
- Designed architectures integrating decentralized networks with AI NPCs.
- Ensured NFTs and AI mechanics delivered tangible player value.

Jan 2022 – Dec 2022 · Singapore · Hybrid
Blockchain Advisor
SkyArk Chronicles Holdings — AAA blockchain RPG · US$15M funding
Skills applied: NFTs · Cross-chain · L1/L2 · GameFi/SocialFi · Smart Contract Security
Technical oversight for Web3 JRPG ecosystem with blockchain-native interoperability.
- Defined frameworks for interoperable NFTs with cross-game utility.
- Advised GameFi/SocialFi smart contracts for the Mirrorverse economy.
- Guided L1/L2 selection, cross-chain communication, and security protocols.

Aug 2020 – Aug 2022 · Singapore · Hybrid
CTO — Chief Technology Officer
ARENA eSports Holdings — World-leading esports hotel · 7 countries
Skills applied: Multi-country WAN · Diskless/LAN · Hotel PMS · Esports ERP · High Availability · CCTV · IoT
Architected enterprise IT for the world’s leading esports hotel solution.
- Managed E2E technology deployments across 7 countries.
- Built tech environments for 70+ rooms — co-playing and co-working.
- Modernized hotelier systems for high availability across regional sites.
- Operated Esports 3.0 ERP (CRM/HR/Finance/Payroll) across hospitality ops.

Jul 2015 – Dec 2020 · Vietnam · On-site
CTO — Chief Technology Officer
GAME ONE PTE LTD — ASEAN turnkey esports · office.esports3.asia
Skills applied: ERP (CRM/HR/Finance/Payroll) · POS · Biometrics · Webhooks · LAN/IoT · Multi-outlet F&B · Turnkey Venues
Built Esports 3.0 ops ERP + venue tech — turnkey arenas, F&B, and hospitality partners.
- Built office.esports3.asia ERP: CRM, HR, projects, finance, payroll, inventory, recruit, tickets.
- Biometric attendance, shift roster, OKR performance, webhooks, and ops reporting suite.
- Cashier POS + customer order (cafe.esports3.asia) for gamer F&B / multi-outlet service.
- Integrated LAN/IoT/robotics, digital wallet, tournaments; turnkey venue playbooks.

Oct 2018 – Oct 2019 · Vietnam · On-site
Country Director
Impunity Esports — Vietnam
Skills applied: BD Leadership · Sponsorships · eCommerce · Branding · Regulatory · Payments
Established Impunity Vietnam — regional strategy, partnerships, and ecosystem growth.
- Recruited and led Business Development team for Vietnam market entry.
- Closed B2B alliances and sponsorships under Player Experience First.
- Owned monetization, eCommerce, and regulatory compliance.
- Directed branding, advertising, local content, and PR.
- Optimized payments, website, and eCommerce revenue channels.
- Represented Impunity Vietnam with media, government, and communities.

Jul 2015 – Sep 2018 · Vietnam → SG / MY / TW / ID / Myanmar
Global Business Director (Foody / FoodyPOS)
Shopee / FoodyPOS (Sea Limited)
Skills applied: Cloud POS · Multi-outlet F&B · Delivery Integration · SEA GTM · SaaS Reporting · Merchant Platforms
Built Foody F&B directory + FoodyPOS cloud platform across SEA — later acquired by Shopee / Sea.
- Foody.vn directory: merchant listings, discovery/search, reviews, Self-Order on Foody app.
- FoodyPOS: online/offline + Mobile POS, menu/kitchen print, inventory, staff RBAC, multi-outlet.
- Integrated DeliveryNow / Now.vn (ShopeeFood) orders; real-time sales & ops reporting SaaS.
- Vietnam GTM → localized launch SG, MY, TW, ID, Myanmar; bridged product eng ↔ regional ops.

Feb 2013 – Dec 2014 · Singapore · On-site
Account Delivery Director — IMDA (SOEasy)
HPE — SOEasy (IMDA) · Singapore Government · S$1.3B
Skills applied: ITSM · SLA Governance · ITIL · Change Management · Consortium Delivery · Government ICT · Escalation Authority
Led operations for S$1.3B SOEasy — one of Asia’s largest public-sector IT transformations.
- Managed oneMeridian consortium (HP/EDS) for government desktop, network, messaging.
- Governed ITSM, SLAs, change management, and high-volume service requests.
- Acted as highest escalation authority for critical government incidents.
- Standardized infrastructure for up to 75,000 suites across 70+ agencies.

Jul 2011 – Jan 2013 · Singapore · On-site
Assistant Account Director — MDDI
HP / HPE — MDDI · SOEasy account delivery
Skills applied: Account Delivery · Network/Server/Desktop · Messaging · SLA · Stakeholder Management
Account and delivery oversight for the S$1.3B SOEasy public-sector contract.
- Bridged technical operations and executive account management across agencies.
- Delivered network, server, desktop, messaging, and common services.
- Coordinated oneMeridian consortium partners against strict SLAs.

Dec 2010 – Jun 2011 · Singapore · On-site
Operation Manager — MOM / WSG
HP / HPE — MOM / WSG · SOEasy operations
Skills applied: Migration Ops · Endpoint HA · UC Voice/Video/Data · Transition Management
On-ground SOEasy deployment and stability after EDS integration into HPE.
- Supervised transition of legacy government IT into SOEasy.
- Ensured high availability across tens of thousands of endpoints.
- Maintained secure voice, video, and data access during migration.

~2010s · Singapore
Secretary General — SBSA
Singapore Baseball & Softball Association (SBSA)
Skills applied: Association IT · Membership Systems · Events Admin · Digital Governance
Led SBSA digital transformation and IT strategy.
- Architected and deployed core association IT infrastructure.
- Built online apps for membership, events, and sports admin.
- Aligned digital initiatives with national sporting governance.

Dec 2009 – Nov 2010 · Singapore · On-site
Client Services Manager — RWS
ST Engineering — Resorts World Sentosa Casino & Hotel
Skills applied: Data Center · Network · Cabling · Digital Security · CCTV · Team Leadership (100+)
Directed enterprise IT and digital security for Resorts World Sentosa build.
- Led 100+ engineers across server, data center, network, and cabling.
- Implemented digital security, CCTV, and surveillance with TYCO.
- Managed data center and secure network operations for RWS.

Jan 2004 – Sep 2009 · Singapore · On-site
Anna Sui Technology Consultant (Singapore)
Procter & Gamble — Anna Sui (AAI Beauty)
Skills applied: Retail POS · CRM · Inventory · Omnichannel · Multi-country Support · Beauty Counter Systems
Directed regional IT for Anna Sui luxury beauty retail ($400M+ footprint) across AAI.
- POS, CRM, inventory, and counter-selling systems across ASEAN, Australia, India.
- Omnichannel: physical storefronts integrated with online retail platforms.
- Enterprise retail ops with web apps / web services and multi-country support.

Jan 2004 – Sep 2009 · Singapore · On-site
OLAY Technology Consultant (India / Vietnam)
Procter & Gamble — OLAY (India / Vietnam)
Skills applied: Mass-retail Launch Tech · Campaign Infrastructure · Data Strategy · Cross-border Rollout
Technology and data strategy for OLAY mass-market launch in India and Vietnam.
- Partnered with data scientists and dermatologists on consumer-facing skin-care tech.
- Digital infrastructure for celebrity / Bollywood brand activation campaigns.
- Scaled IT systems for rapid multi-national mass-retail product launch.

Jan 2004 – Sep 2009 · Singapore · On-site
SK-II Technology Consultant (ASEAN / Australia)
Procter & Gamble — SK-II (ASEAN / Australia) · US$20M Crystal Club + VISIA
Skills applied: VISIA · Membership Systems · SLA 95% · Vendor Mgmt (HP/IBM/TCS) · Call-centre Support · TCO
Pioneer architect — SK-II Crystal Club + VISIA facial analysis (US$20M, 170 stores).
- Crystal Club membership ↔ in-store VISIA hardware/software; 500+ skincare systems APAC.
- Remote call-centre ↔ workstation support; 95% SLA; 30% TCO cut; trained 672 users.
- Vendors: HP, IBM, Fujitsu, Dell, TCS, Dextrys, Saatchi & Saatchi, Leo Burnett, Singnet.
- SPOC for AAI Beauty Counter Selling; IDS / CTSM / MS&P / CBD executive governance.

1999 – 2004 · Singapore · On-site
Software Engineering Manager / Full Stack Developer
Swee Lee Music / regional warehouse ERP
Skills applied: Full-Stack · ERP · Inventory · Database Design · B2B Workflows
Built bespoke inventory and ERP system from scratch for regional warehouse ops.
- Designed backend database and front-end for B2B parts and warranty workflows.
- Replaced manual logistics with unified procurement, sales, and warehouse tracking.

~2000 · Singapore · On-site
Technical Support Engineer
Computer Exchange / Dat Computer — Singapore
Skills applied: Helpdesk · Field Support · Customer SLA · Service Excellence
Early-career helpdesk / field support foundation — service excellence culture.
- Best Service Employee of the Year 2000 — customer-facing SLA discipline that later scaled to government / enterprise ops.
2022
Degree in Blockchain
Blockchain Council
2021–2022
Diploma in Cryptocurrency
ASEAN Online Education (AOE)
2011–2013
MSc Strategic Business IT
University of Portsmouth, UK
2009
PG Dip Strategic Business IT
NCC Education, UK
2021–2023
Executive Education
Johan Cruyff Institute
Certifications
MCSE · CompTIA Network+ · CompTIA A+ · CCNA-Cloud · Oracle SQL · JavaScript (Sun) · Six Sigma · CCSA · LinkedIn Investor Pitching
Languages
English (Native) · Chinese (Professional) · Vietnamese (Working) · Cantonese (Working) · Thai (Basic) · Bahasa Malay (Basic)
Honors & Awards
Best Service Employee of the Year 2000 · Singapore National Baseball Player Representative · Singapore A/B Boys Division Champion · National Physical Fitness Award (Gold) · Babe Ruth Certified Coaching · MLB Level 1