Qwen from Alibaba and DeepSeek are no longer followers - increasingly cited in global research and free to self-host. What Thai enterprises gain (no API fees, 100% data control, PDPA) and what to consider.
If you follow AI news, you have seen Qwen (from Alibaba) and DeepSeek (from a Chinese AI startup). These models are not just demos - they are increasingly cited in academic research worldwide, to the point where the West now acknowledges that open models from China are no longer behind.
Why they improved so fast
Three main reasons:
- Massive Chinese government backing - AI competition is national policy; Chinese companies receive research budgets and data access Western companies cannot reach
- Enormous Asian-language data - trained on Chinese and other Asian-language corpora at scales that give them better structural understanding of Asian languages than Western models
- Open-source strategy - instead of closing up and charging API fees like OpenAI, they released free weights, so the global developer community helps improve them and research adoption compounds
Benefits for Thai organizations
- No monthly API fees - download and run on your own hardware with zero recurring cost
- 100% data control - nothing leaves your organization because the AI runs on your machines, fully PDPA-compliant
- Better Thai language - Qwen in particular handles Thai noticeably better than other open models in the same size class
- Fully customizable - fine-tune to understand your business’s specialized vocabulary, whether legal, medical or internal company language
What to consider
Nothing is truly free:
- You need someone to operate it - installing and maintaining an on-premise LLM requires infrastructure expertise
- You need GPUs - smaller models run on a single card, but you must choose hardware matched to the workload, not buy blindly hoping it covers everything
- Updates - new model versions release constantly; someone must track and upgrade, or you fall behind
How to choose for your business
There is no single right answer for every organization - some suit cloud APIs, some on-premise, some hybrid. The Devsign team helps assess and design end-to-end Private LLM systems, from model selection and GPU setup through team training for real adoption.
