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QuClouds
Enterprise AI-Native Operating System

QuClouds

Defining the Enterprise AI-Native OS, bridging the cognitive gap and execution gap to achieve a generational leap from passive assistance to autonomous execution

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Company Overview

Beijing QuClouds Information Technology Co., Ltd. (QuClouds) is defining the Enterprise AI-Native Operating System. In the AI 2.0 era, enterprise AI adoption faces two core challenges: the cognitive gap — models are intelligent but data lacks context, missing a unified enterprise semantic layer, causing AI to disconnect from actual business operations and generate hallucinations; and the execution gap — copilot tools cannot replace human labor, as enterprises need not more chatboxes but autonomous workers (Autopilot) that can independently execute tasks and deliver results.

QuCloud AI's mission is to bridge these two gaps, building truly self-driven intelligent enterprises where AI transitions from passive assistance to autonomous execution.

From Assistance to Takeover: The Evolution of Enterprise AI

Core Dimension Traditional AI Copilot QuCloud AI-Native OS (Autopilot)
Execution Autonomy Relies on human intervention, requiring continuous prompt input and manual execution of final actions Fully automated closed-loop, autonomously converting business instructions into system operations via MCP (Model Context Protocol)
Data Context Static and fragmented, requiring context rebuilding for each conversation, unable to comprehend enterprise-wide assets Dynamic and native, SGKC (Semantic Graph Knowledge Context)-driven dynamic context brings static data to life
Business Value Individual efficiency gains, only improving single-point productivity, difficult to measure contribution to overall ROI Directly drives GMV, full-stack digital workers directly participate in internal and external business, creating quantifiable revenue
Business Model SaaS seat-based pricing, charged per software account or API calls, enterprises bear adoption risk MaaS + RaaS, intelligent infrastructure as foundation, revenue sharing based on actual business outcomes

Five-Dimensional Product Matrix

QuClouds provides not just products, but an interconnected digital life system:

EARTH QuCloud AIOS Foundation
The intelligent foundation: connecting heterogeneous computing resources and bringing static data to life
The intelligent foundation for full-spectrum computing and context, featuring two core capabilities: Resource Fabric and Dynamic Context. Heterogeneous computing routing and logical federation enable zero-intrusion compute-storage integration, reducing TCO by 60%; SGKC Semantic Graph Knowledge Context enables AI to truly understand enterprise assets, completely eliminating the cognitive gap.
Quick Fabric Resource Weaving Quick Context Dynamic Context
WATER Full-Chain Analytics & Decision System
The cognitive hub: solving the last mile of data-driven decision making
Built on a CDP (Consumer Data Platform) data foundation. The QuCloud Logic Lake, based on open standards with zero-copy logical lakehouse architecture, achieves full-domain entity alignment and eliminates data silos; the hybrid intelligent cognitive hub supports complex sandbox simulations and issue discovery, improving risk control accuracy to 98.3%.
Quick AI Data Full-Domain Memory Quick Mind Decision Brain
SKY Enterprise Internal Management Digital Workers
The internal atmosphere: automating complex business logic and reshaping management processes
Powered by the core MCP (Model Context Protocol), directly and securely converting LLM business instructions into real operations within enterprise internal systems, ensuring 100% human control and security boundaries. Covers scenarios including credit approval and cross-system execution, reducing labor costs by up to 70%.
MCP Protocol Driven ERP/CRM Seamless Integration Automated Approval
AIR Enterprise Marketing Digital Workers
The external atmosphere: full-stack digital worker driven, achieving explosive marketing growth
Leveraging LLM foundations to inject AI marketing intelligence into enterprises, converting data insights into immediate growth drivers. Operations Agent, Command Center Agent, Ad Delivery Agent, and Customer Service Agent work in concert, achieving 10x advertising team efficiency and increasing project gross margins from 1% to 4%.
Operations Agent Command Center Agent Ad Delivery Agent Customer Service Agent
MAN Agent-Based Customer Twin Market
The pinnacle of evolution: advancing toward the ultimate form of autonomous intelligence
Utilizing massive numbers of agents to simulate real consumer behavior in virtual environments for high-frequency strategy testing and market simulation, enabling zero-risk business experimentation. Quick Agent Factory, based on a standardized production line, enables rapid scalable replication and autonomous business iteration of agents, giving enterprises an infinitely expandable intelligent workforce.
Customer Twin Market Quick Agent Factory

Business Model: MaaS + RaaS

QuClouds' business model deeply ties technology delivery to business outcomes, breaking the traditional SaaS impasse:

MaaS

Model as a Service · Intelligent Infrastructure

Provides privatized OS deployment, occupying core systems. Accumulates and trains enterprise-specific industry know-how, building an unbreakable cognitive moat.

RaaS

Result as a Service · Revenue Sharing

Revenue sharing based on actual business outcomes (GMV/ROI). Full-stack digital workers lead the charge, with live operational data feeding back to optimize underlying models, driving rapid growth.

A mutually fueling growth flywheel: MaaS builds the foundation and captures cognitive high ground, RaaS drives business outcomes, and live operational data feeds back to continuously evolve the model — creating a virtuous cycle between technology delivery and business growth.

Strategic Evolution Roadmap

Implementing QuCloud AI is not a one-time IT procurement, but a journey of cultivating an entirely new life form for the enterprise:

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    Phase 1: Rebuild Cognition Deploy EARTH and WATER foundations. Connect enterprise private data with heterogeneous computing resources, eliminate hallucinations, and inject unified SGKC global context for the digital life form.
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    Phase 2: Human-Machine Collaboration Activate SKY and AIR atmosphere layers. Through real business scenarios and proprietary data continuously feeding agents, achieve a smooth transition from manual execution to MCP-automated takeover.
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    Phase 3: Generational Evolution Reach the MAN Twin Market summit. Agents conduct high-frequency simulations in virtual environments, self-replicate and optimize in Quick Agent Factory, achieving complete business autonomy.

Crayon Shin-chan HKEX Acquisition

On February 5, 2026, HKEX-listed Crayon Shin-chan Food (01262.HK) announced the acquisition of 100% of Qucloud AI HK Limited for HK$188.5 million.

  • 💰
    Transaction Structure Paid entirely through new shares and convertible bonds, with no cash consideration. This structure reflects the acquirer's confidence in the long-term business value of QuClouds.
  • 📅
    Expected Completion The transaction is expected to close in the first half of 2026, at which point QuClouds will leverage the HKEX-listed platform to further expand its capital market presence.
  • 📰
    Market Response The acquisition received widespread media coverage, described as Crayon Shin-chan Food's "cross-sector AI rescue" move, marking a strategic transformation from traditional consumer goods to AI technology.
Disclaimer: Information on this page regarding HKEX-listed companies is for factual description only and does not constitute investment advice. Stock investments carry risks, and past performance does not guarantee future returns. Please refer to relevant listed company announcements and seek independent professional advice before investing.