Avalanche Computing (奎景運算) is an AI deep-tech company from Taiwan, dedicated to accelerating the secure and high-performance deployment of Generative AI applications. The company’s core advantage lies in integrating its computing-optimized AI acceleration software with Taiwan’s robust hardware manufacturing capabilities.
Products and Market Positioning:
- AIthena Offline Edge Generative AI Platform: This is the company’s flagship product, delivered via a SaaS/Enterprise License model. It is specifically designed to solve the pain point of confidential data leakage for enterprises. It enables customers to deploy LLMs (Large Language Models) on affordable edge hardware, achieving fully on-premise GenAI.
- Market Focus: Primarily targets industries with extremely high data security requirements, such as medical, finance, advanced manufacturing, and defense.
Core Competitive Advantages:
- Technology and Partnerships: Possesses rich experience in software architecture optimization and collaborates directly with official developer teams from NVIDIA, Qualcomm, and Intel. Core team members also have prior work experience at NVIDIA Headquarters.
- Significant Benefits: The product achieves a maximum speed increase of 10 times, provides customers with 90% faster time-to-market, and saves 80% of cloud costs through computing optimization.
Confidentiality & Architecture
- Zero-Trust Data Isolation
- End-to-End Data Governance
- Full Auditability Framework
Performance Optimization
- GPU/CPU 軟體運算架構深度最佳化效能
- Resource & Quantization
- One-Click Deployment
Scalable Data Mining & Algorithms
- Distributed Processing
- Scalable Software-Hardware Architecture
AIthena Shield is a secure, on-premise GPT platform designed to solve the enterprise-level problem of “Shadow AI.” It combines high-performance software with dedicated edge computing hardware, allowing users to activate private enterprise AI with a single click, eliminating the need for AI experts. The platform guarantees 100% data privacy and IP protection, removing reliance on high-risk public clouds. AIthena Shield enables employees to quickly gain AI capabilities within one month, resulting in a 10x increase in productivity and enhancing value creation by 22 times through secure, efficient innovation within the organization.
AIthena’s market potential is immense, with its growth rate already surpassing the company’s previous estimates. We focus on resolving enterprises’ high anxiety regarding confidential data leaks during Generative AI adoption, which gives AIthena a unique competitive advantage in the market.
Product and Target Market Match:
- AIthena’s Offline Edge GenAI software platform can deploy LLMs on affordable hardware, significantly lowering the barrier to entry and setup costs for private AI.
- This feature is critical for industries handling high-value confidential data, such as medical, finance, manufacturing, and defense, effectively protecting enterprise knowledge and secrets from leakage.
We ensure optimized computing performance—achieving up to a 10x speed increase—through deep collaboration with original equipment manufacturers like NVIDIA, Qualcomm, and Intel, combined with our core team’s expertise. Based on its ability to solve critical enterprise pain points and the massive market demand, AIthena is expected to achieve significant market share in the AI edge computing domain (Pilot Milestone $1M).
- In 2025, the Pilot Customer Program has been launched in the U.S. and Japan, with active expansion centered in Silicon Valley after Stanford x TREE25, extending to partners and distributors in Tokyo, Osaka, and Nagoya.
- CES 2025 – One of the final teams in the U.S. Military pitch competition.
- 2024, 2025 NVIDIA GTC Keynote, one of the companies featured on the LOGO wall.
- 2024 Japan SusHi Tech Tokyo Official Invited Team (Top-25 Semi-final).
- 2024 Only two Taiwanese startups participated in the NVIDIA Startup Pitch stage.
- 2024 CES announced the world’s first GenAI LLM (Llama 2 70B) on Edge Computing device.
- In the second half of 2023, the focus shifted to the high-speed software platform for GenAI and edge computing, fully redirecting R&D towards application fields requiring high computational power