TW Compute integrates hardware, Taiwan-based datacenters, compute, Traditional-Chinese domain fine-tuning, deployment, and MLOps operations — delivering end-to-end AI with full data residency in Taiwan.
Tier 3/4 sites across greater Taipei and central / southern Taiwan
Training, inference, and storage all hosted in Taiwan
FSC, MOHW, and the Department of Cyber Security
Base models and corpora optimized for Traditional Chinese
Sovereign delivery facts
Discovery → Architecture → Fine-tuning → Deploy → Operate
Greater Taipei plus central / southern Taiwan — zero cross-border data
Finance / Healthcare / Manufacturing / Government
Monitoring, retraining, compliance reporting
From hardware to model — every layer is owned and operated by the TW Compute team
Plan GPU servers, storage, and networking inside Tier 3/4 Taiwan-based datacenters, aligned with local compliance and integration-tested at rack level.
LoRA / full-parameter fine-tuning on a Traditional-Chinese-optimized base model with Taiwan-specific terminology and regulatory corpora.
Build permission-aware RAG over enterprise documents, APIs, and databases — citation traces compliant with Taiwan PDPA and industry regulations.
Monitoring, A/B testing, traffic shifting, cost reporting, and retraining schedules — audit-ready for FSC, MOHW, and other Taiwan regulators.
A standardized five-stage delivery flow with clear outputs and acceptance gates
Inventory business goals, Taiwan regulatory boundaries, PDPA compliance, and KPIs into an actionable spec.
Choose GPU generation, interconnect, storage, and security — all provisioned inside Taiwan-based datacenters, with capacity and cost estimates.
Traditional-Chinese corpus curation, base-model selection, experiment tracking, and evaluation producing a Taiwan-locale-ready domain model.
Land the model on customer premises or a TW Compute Taiwan datacenter — load testing, canary rollout, and go-live with zero cross-border data transfer.
Post-launch monitoring, retraining, versioning, and cost optimization — plus periodic compliance reports aligned with Taiwan regulations.
Sovereign AI solutions for four key verticals
Help Taiwan-based financial institutions adopt AI within FSC AI guidelines and PDPA — all data stays in Taiwan to strengthen risk, service, and operations.
Healthcare-specific AI models and knowledge bases with data residency in Taiwan — compliant with MOHW medical AI guidelines, Medical Care Act, and PDPA.
Combine Taiwan machine-tending and semiconductor process data to build vision and predictive models deployable on the factory floor — trade secrets never leave the country.
Compliant with Taiwan government AI procurement rules, the Cyber Security Management Act, and NDC AI guidelines — Traditional-Chinese LLM and knowledge services for the public sector.
Operations SLA
Stated in the contract; miss it and the contract deducts accordingly
P0 Production
4 hours
Response time
P1 Severe
8 hours
Response time
P2 Standard
24 hours
Response time
Delivered sites
Three representative on-shore projects — locations and deployment modes are real
Helped a domestic commercial bank stand up a private LLM inside its Neihu datacenter for FSC AI-guideline-aligned compliance Q&A and suspicious-transaction analysis. Model weights and training data stay in Taiwan; never disclosed without written authorization.
A medical center deployed a LoRA-fine-tuned Traditional-Chinese clinical summarization model inside its on-prem datacenter, integrating its HIS and a local PubMed mirror — aligned with MOHW medical AI guidelines and the Medical Care Act, zero cross-border transfer.
A 4×H200 inference suite inside a Kaohsiung OSAT fab handles real-time AOI defect classification and process parameter optimization. Trade secrets stay on-site, contributing to yield improvements.
Stakeholder interviews, process and data inventory, and a feasibility report aligned with Taiwan regulations.
GPU/network/storage/security design with a Taiwan-resident PoC and clearly scoped success criteria.
Procurement of Supermicro, ASUS, GIGABYTE, MSI, and ASRock servers and networking gear, plus Taiwan datacenter build, power, and cooling planning.
LoRA / full-parameter fine-tuning on private Traditional-Chinese data with deployable weights and eval report.
Integration with ERP / CRM / DMS, load testing, canary rollout, and go-live — zero cross-border data transfer.
24/7 monitoring, retraining, versioning, and cost reporting — plus periodic compliance reports for Taiwan regulators.
A real balance between compliance, performance, and cost — fully under your control
All training and inference data is hosted on Taiwan-based Tier 3/4 datacenters with zero cross-border transfer — fully aligned with Taiwan PDPA data processing and cross-border rules.
Model weights, Traditional-Chinese training data, and evaluations remain fully private — never disclosed or reused without written customer authorization.
Aligned with FSC AI guidelines, MOHW medical AI guidelines, the Cyber Security Management Act, NDC AI guidelines, and Taiwan PDPA.
Bare-metal GPUs with direct NVLink / InfiniBand inside Taiwan datacenters — no virtualization overhead, performance quantified and bounded.
Compliance & Datacenter Certifications
Every claim on this page maps to an audit-ready certificate
Depending on scope, typical PoC is 4–8 weeks and full go-live 3–6 months. We provide a precise timeline during the Discovery stage.
Yes. All training, inference, and storage run on Taiwan-based Tier 3/4 datacenters — fully aligned with Taiwan PDPA and industry regulations. No cross-border transfer without written customer authorization.
Yes. Model weights, Traditional-Chinese training data, and evaluations are owned by the customer. TW Compute will not disclose or reuse them without written authorization.
Yes. We are familiar with FSC AI guidelines, MOHW medical AI guidelines, the Cyber Security Management Act, and NDC AI guidelines — and we can produce compliance reports and audit-ready documentation.
Yes. Models can be deployed on customer premises, hybrid, or edge environments — but regardless of architecture, all data stays inside Taiwan-based datacenters with zero cross-border transfer.
One-stop AI factory delivery — from discovery to deployed model