The Cost Problem
Cluster solutions costing tens of millions make it hard to commit. High procurement and O&M costs keep most enterprises out of AI.
Fangyi Technology builds on large-model all-in-one appliances and storage-compute integration technology to deliver localized, specialized, rapidly-deployable intelligent data systems — realizing data sovereignty and intelligence sovereignty.
High investment, data-security concerns, low compute utilization, and a short transformation window stop most enterprises from taking the first step.
Cluster solutions costing tens of millions make it hard to commit. High procurement and O&M costs keep most enterprises out of AI.
Uploading core data to third-party servers creates leakage and compliance risk. Losing data sovereignty is an unbearable cost.
Personal-grade solutions are weak, and GPU utilization is generally below 20% — vast compute sits idle while the money is already spent.
The transformation window is extremely short. Enterprises fall behind in every new wave of AI — one step slow, always slow.
Built on large-model all-in-one appliances, storage-compute integration chips, and direct-to-GPU data paths, we compress cluster-level capability into a single locally-deployable smart appliance.
For compute-intensive and data-intensive scenarios, providing a matched compute foundation for enterprises of all sizes.
Chip design, assisted programming, video production, proposal evaluation, due-diligence review
Multi-model co-intelligence, inference platform and model-optimization services, and specialized infrastructure services.
Chip design, assisted programming, video production, proposal evaluation, due-diligence review
Super brain, inference platform and model-optimization services, and specialized infrastructure services.
Model optimization (tuning, distillation, etc.) · Model upgrades (version updates, performance tuning, etc.) · Data processing (cleaning, transformation, migration, etc.).
Built on general-purpose large models, enhanced by storage-compute integration, and strengthened by domain knowledge — Fangyi delivers deeper expertise in the following areas.
Assists EDA design and verification, accelerating chip R&D cycles.
Code never leaves your domain; AI agents assist efficient development.
Multi-model pipeline orchestration for autonomous video and image generation.
An AI super brain for bidding and technical-solution review.
Ultra-long context and batch processing for due diligence and compliance.
Multi-source data analysis for recommendations and assessment.
Deep collaboration with leading domestic and international large-model, server, chip, and infrastructure software vendors to build an open, compatible, domestic ecosystem.








Core advantages: extreme cost-performance (20% cost), high data security (never leaves your domain), one-click deployment (supports code and video production).
| Dimension | Fangyi TechnologyRecommended | Traditional Cluster | Cloud AI Service |
|---|---|---|---|
| Cost | 20% of traditional | Extremely high (tens of millions) | High monthly fees, costlier long-term |
| Data security | Fully localized ★★★ | Good ★★ | Poor ★ |
| GPU utilization | >80% ★★★ | <20% ★ | N/A |
| Deployment | Out of the box ★★★ | Very complex ★ | No deployment |
| Scale | 10–200 people ★★★ | 200+ people ★★ | Unlimited ★★★ |
* Based on Fangyi public product materials and typical deployment scenarios.
Intelligence was once a uniquely human gift; in the future, AI will mass-produce designs, algorithms, code, films, new materials, new proteins…