
What happened
Hong Kong-based Votee AI is training open-weight models like Meta's Llama and Alibaba's Qwen on Cantonese data, growing its corpus from 100 million to over 500 million tokens. CEO Pak-Sun Ting says the AI revolution is 'in English and Mandarin,' leaving other languages behind.
Why it matters
Cantonese is spoken by over 80 million people, yet mainstream models fail on cultural and local knowledge, per the HKCanto-Eval benchmarks. Votee sells its models to banks, universities, and government departments, and is profitable with revenues exceeding costs. It represents a push for 'sovereign AI' so countries aren't 'tethered' to overseas providers.
What to watch
Votee is in 'active discussions' with AI Singapore and plans Southeast Asia expansion, plus exploring endangered languages in East Asia, North America, and Africa. Founder Ting will speak at the Fortune Leaders Forum in Macau on Sep. 8.
Summaries like this, in your inbox every morning.
Votee AI's approach highlights a gap in the AI boom: while English and Mandarin dominate, hundreds of languages are underserved. The company's strategy is to take existing open-weight models and retrain them on Cantonese data, a process that costs roughly $250,000 per model, using between 500 million and 1 billion tokens. This is minuscule compared to the trillions of tokens used for English models, making it feasible for a startup.
The push for 'sovereign AI' is a broader trend, with Indonesia's Indosat building Sahabat AI for Bahasa, Singapore's AI Singapore running SEA-LION for 11 Southeast Asian languages, and South Korea staging an 'AI Squid Game' competition with a $6.8 billion budget. Votee's CEO argues that governments need to own their foundation models to avoid being 'tethered' to overseas providers, though he admits a full sovereign AI stack is 'very difficult.'
Votee's for-profit model relies on client contracts, and it has Allan Zeman, a Hong Kong tycoon, as an advisor. The company's next step is expanding into Southeast Asia, and it is in discussions with AI Singapore. The long-term vision includes protecting endangered languages, but whether a 70-billion-parameter model can make a difference remains to be seen.
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