Featured Deployments
Our end-to-end integration is engineered for the frontier of accelerated compute.
1
NVDIA Vera Rubin NVL72
The Summit of Intelligence
Purpose-built for next-gen liquid cooling. We secure the infrastructure and the off-takers required for the Vera Rubin era.
2
NVIDIA GB300 NVL72
The Standard for Hyperscale
Direct hardware-to-power synchronization. We provide pre-cleared megawatt pipelines for the most constrained Blackwell successors.
3
NVIDIA HGX B300
The Revenue Engine
High-velocity commercialization. We bridge the gap between factory-gate delivery and immediate enterprise demand.
The AI Factory Lifecycle
01
Trajectory Ingestion & Normalization
Interaction Ingestion
Stream millions of real-world agent interactions seamlessly.
Schema Normalization
Standardize formatting, parameters, and system states automatically.
02
Automated Verification & Labeling
Programmatic Checking
Deploy automated pass/fail checkers and error taxonomies.
Signal Generation
Produce precise reward signals directly from execution traces.
03
Agent-Specific Post-Training
Action Optimization
Shift models from text generation to stateful tool execution.
Workflow Fine-Tuning
Apply specialized SFT for multi-layered, complex task chains.
04
Verifiable Reinforcement Learning
Production Alignment
Deploy GRPO/GSPO to enforce operational safety and tool precision.
KPI Optimization
Align model behaviors directly with business-critical success metrics.
05
High-Throughput Agentic Inference
Runtime Performance
Optimized for high-frequency, tool-heavy agent traffic patterns.
Resource Management
Maximize efficiency via smart KV caching, routing, and scheduling.
06
Institutional Integration
Agnostic Deployment
Ship containerized runtimes to Cloud, VPC, On-Premises, or Edge.
Hardened Control
Enforce strict data residency and compliance via native guardrails.
We systematically streamline the lifecycle of agent execution, bridging the gap between raw data, model optimization, and production-grade deployment
Our Integrated AI Platform
KEEP SCROLING
01
Correctness Signals - SanShan Data
SanShan Data ingests raw tool trajectories, normalizes formatting schemas, and maps error taxonomies to generate precise reward signals from execution traces. This automated refinement ensures cleaner data signals for rapid debugging, systematic evaluation, and continuous post-training validation.
High-Fidelity Training Flywheels
Verifiable Reward Signals
Automated Error Taxonomies
Normalized Tool Schemas
Raw Interaction Traces
02
KPI-Aligned Training - SanShan Train
SanShan Train fine-tunes base models on structured interaction trajectories (SFT) and applies online reinforcement learning (RL) to maximize tool success and system safety. This process directly aligns model behaviors with business-critical metrics to deliver high tool-calling accuracy and long-tail operational reliability.
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Production Optimization - SanShan Inference & Deploy
SanShan Inference and Deploy optimize live operations through specialized cache management, intelligent routing, and containerized distribution across Cloud, VPC, On-Premises, or Edge infrastructure. This architecture guarantees stable latency baselines, predictable unit economics, and secure execution directly where your enterprise data resides.
87K
27%
01
Enterprise-Grade
Standards
We operate at the intersection of deep systems engineering and rigorous enterprise compliance. Our entire platform architecture is built from the ground up to meet the absolute security, auditability, and strict data residency standards required by global organizations operating in highly regulated environments.
02
Engineering
Rigor
We don't just host models; we optimize full-stack system execution. From custom hardware virtualization layers based on the rust-vmm framework to topology-aware software scheduling, our technical edge ensures that your complex agent workflows run with flat-line latency and zero-downtime fault tolerance.
03
Trace-to-Value
Acceleration
Execution failures and latency spikes are the most expensive variables in production AI. Our mission is to compress the cycle between raw interaction data and optimized model deployment, turning fragile long-tail edge cases into predictable, revenue-generating automated assets in record time.
The Sanshan Principles
Join Our Team
We’re looking for highly-motivated and talented people to join our innovative team. Submit your application today to join Sanshan Tech!
Ready to Secure Your
Industrial AI Roadmap?
Let's build the future of enterprise automation together.