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Based in Hong Kong, Built for Impact,
Combining AI/ML and advanced NLP to transform behavioural science into exotic factors. We integrate real-time market data, alternative streams, and behavioural insights through automated pipelines, enabling fast hypothesis testing and signals that capture true market complexity.
About Us
Founded in 2020, Mentalok (Hong Kong) Limited is a Hong Kong-based technology startup integrating expertise in equity investment, trading, data science, and software development. Our core strength is harnessing advanced AI/ML, natural language processing (NLP), and large language models (LLM) to mental health and financial contexts.
Mentalok harnesses insights from DSM-IV and DSM-5 psychiatric frameworks, combining proprietary and open data to develop detailed persona pools that realistically emulate retail and institutional participants in the secondary market. By integrating behaviourally informed personas with real-time market microstructure and alternative data streams through scalable, automated ingestion pipelines, we enable rapid hypothesis testing, rigorous backtesting, and the generation of signals that reflect complex, heterogeneous market behaviour. In parallel, Mentalok is also actively engaged in local educational initiatives, fostering the next generation of technology talents in GBA, China by promoting AI literacy.
Mentalok is a graduate company of the Hong Kong Science and Technology Park (HKSTP) Incu-App Programme (2023), currently an I&T tenant company of HKSTP, and a member company of the NVIDIA Inception Programme.
Nurturing Hong Kong Tech Startup Founders
A comprehensive curriculum combining technical development and entrepreneurial strategy,
designed to equip participants with the skills to build, launch, and scale technology ventures.
Product Ideation
• Ideation to Validation
• Product ideation frameworks and opportunity assessment
• Customer discovery and product-market fit validation
• Founding team composition and equity structuring
Go-to-Market Execution
• Product roadmap planning and milestone setting
• Minimum viable product (MVP) testing strategies
• Business model canvas and revenue architecture
Fundraising & Growth
• Funding strategy: grants, angels, and institutional capital
• Pitch deck design and narrative development
• Investment readiness and due diligence preparation
• Application strategies for local incubation programs
• Financial projections and grant compliance
• Business plan preparation for Hong Kong local grants
Development Fundamentals
• Python, Flutter, and React programming essentials
• AI-assisted development workflows and vibe-coding techniques
• Frontend and backend architecture design
Infrastructure & Deployment
• Cloud deployment: Langchain and OpenAI integrations
• RESTful API design and third-party integrations
• Plugin development and ecosystem extension
Product Delivery
• Business intelligence dashboard development
• Mobile app deployment (iOS/Android)
• App Store and Google Play submission processes
Founding Your Tech Startup with vibe-coding
Able to vibe-code your own mobile app (Proof of Concept and/or Minimum Viable Project) and list on App Store and Google Play.
A set of local grant application documents targeting the specific grants
Mix and match different code components and design patterns according to your product idea.
Reach out for answers to your questions and discuss how our solutions can meet your needs.
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Banking Middle Office
I prepared for and secured a middle office job at a leading bank, leveraging the tools and skills this programme has proided to kickstart my career. A big thanks to Mentalok team for helping me take this important step forward.
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Banking Front Office
Working with Mentalok has been a truly rewarding experience overall. I later landed on a front office job in a global investment bank. I really appreciate all the guidance and support through this programme and my early career.
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Data Vendor
I was able to gain the skills and knowledge from this programme to secure a consulting role with a US-based data vendor. I am truly grateful for the support and training that Mentalok has given me.
Collaborated with renowned universities and mentored more than 50 Hong Kong postgradates and undergraduates with proven success.
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Technology Company
I joined a major global tech firm in Hong Kong after the programme. I deeply appreciate the team mentoring me and making this opportunity possible.
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Startup
I bootstapped and started my HK-based startup after working with Mentalok. With Mentalok's teaching, I was admitted to CityU Tech 300 Seed Fund and HKSTP Ideation Programme. Thank you Mentalok!
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PhD Student
I have continued my PhD studies in the UK after this programme. I appreciate the team for helping me to gain valuable experience in grant research and pitching. I am incredibly thankful for the guidance and experience provided throughout the programme.
Let us know how we may help.