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Next-generation Agentic BI from Hengshi, May 20, 2026.
On May 20, 2026, Hengshi joined hands with xFusion, a global leading computing-infrastructure service provider, to officially launch HENGSHI BOX, also called the full-domain intelligent control cabin, at xFusion Explorer Conference 2026. As a private-secure ChatBI appliance built through deep hardware-software integration, HENGSHI BOX brings together xFusion high-performance hardware, a privately deployed large model, Hengshi’s Agentic BI intelligent analytics platform, the JARVIS intelligent hub, and the HENGSHI CLI execution engine. Together, they form an end-to-end private intelligence system spanning computing infrastructure, model capability, data governance, and Agent engineering execution.

Core Enterprise Data Challenge | Making AI Applications Land
Enterprise BI + AI implementation faces three core bottlenecks:
- Traditional BI relies heavily on manual work, takes long cycles, and has high technical barriers.
- Public-cloud large models create data leakage risk, high usage costs, and limited execution control.
- General-purpose computing and models are difficult to adapt to enterprise BI requirements for high concurrency, stability, and compliance.
HENGSHI BOX combines xFusion’s strong computing capability and private-model capability with Hengshi’s data-intelligence products and Agent engineering system. With private-domain security, compute-native design, embedded models, and executable Agents at its core, it gives enterprises a ready-to-use, controllable, engineering-grade private AI solution.

HENGSHI BOX | Private-Secure ChatBI
Hardware and LLM Layer
- HENGSHI BOX uses xFusion self-developed high-performance server hardware, providing high compute density, low latency, and a reliable computing foundation for large-model inference, massive data computation, and high-concurrency Agent scheduling.
- It includes an enterprise-grade privately deployed large model from xFusion, deeply optimized for BI scenarios. The model supports natural-language understanding, intent recognition, private knowledge Q&A, metric explanation, and other core capabilities. Model training, inference, and fine-tuning are completed locally, keeping data inside the chassis and models inside the private domain to meet the compliance requirements of finance, government, manufacturing, and other regulated industries.
Software and Agent Layer
HENGSHI BOX deeply integrates Hengshi’s core technologies:
- HENGSHI SENSE: The Agentic BI intelligent analytics platform provides full-domain data integration, high-performance query, and visual analytics capabilities.
- JARVIS intelligent hub: A five-layer Agent operating framework based on structured knowledge indexing, workflow orchestration, quality gates, productivity governance, and business closed loops addresses knowledge silos, fragmented processes, and opaque feedback.
- HENGSHI CLI: As an AI Agent-native BI execution surface, HENGSHI CLI wraps data access, HQL queries, dashboard generation, permission management, and operations tasks into a standardized command tree. Together with nine reusable Agent skill suites, it supports direct use by mainstream agents such as Claude Code, Codex, OpenClaw, and Hermes Agent, shortening BI implementation from days to minutes and moving from Q&A interaction to engineering execution.

Core Advantages | Integrated Intelligence, Controlled Security, Engineering Execution
Through deep hardware-software integration, HENGSHI BOX provides four core advantages:
Integrated computing and models: xFusion hardware plus a privately deployed large model provides a stable, efficient, and secure private AI computing foundation.
Physical-level security and control: Data, models, computation, and Agent scheduling stay local and closed-loop, keeping core assets from leaving the enterprise environment.
Token Free long-term low cost: Local models handle high-frequency BI tasks without external API fees, making cost more controllable.
Plug-and-play rapid implementation: A pre-installed full-stack environment is ready after power-on, without complex configuration or specialized operations work.
HENGSHI BOX redefines the input-output logic of enterprise private-domain data intelligence. It converges distributed computing, models, BI, automation, and governance into a standardized productivity platform that is replicable, extensible, and measurable. It lowers the AI adoption threshold, enables self-service analysis and faster decisions for business teams, and helps enterprises accumulate unified data definitions, knowledge assets, and execution processes. By turning individual experience into organizational capability, while eliminating compliance risk through a private closed loop and reducing long-term cloud costs, it unifies data security, efficiency improvement, cost optimization, and capability accumulation into a sustainable engine for digital transformation.
HENGSHI BOX, the full-domain intelligent control cabin, is now open for demo reservations. It provides customized deployment and implementation services for finance, government and enterprise organizations, manufacturing, retail, and software companies. In the future, Hengshi and xFusion will continue deepening technical collaboration, iterating product capabilities, and improving the ecosystem to help more enterprises build autonomous, controllable, secure, and efficient private-domain data-intelligence ecosystems.