Let AI be Truly enter
Business operations
Using the Enterprise Ontology as the unified semantic foundation, it integrates application construction, decision analysis, predictive early warning, and action closed-loop to build an AI-native platform for government, enterprises, and large enterprises
WHY Deneb
Why choose Deneb?
From unified semantics to continuous operation, Deneb has advanced enterprise AI construction from single-point capability integration into long-term capabilities that are manageable, executable, and scalably replicable.
Ontology-driven
Using Enterprise Ontology as a unified semantic foundation, connecting objects, relationships, metrics, rules, permissions, and action definitions, AI moves beyond being at the general Q&A layer, enabling AI to enter real business contexts to support analysis, judgment, and execution.
Building and integrating operations
Unlike platforms that only provide single-point intelligent capabilities, Deneb covers application development, decision analysis, predictive and early warning, digital employee collaboration, and closed-loop business execution, helping enterprises move AI from capability integration to actual business implementation.
Adaptation for complex scenarios
For complex scenarios in government, enterprises, and large enterprises, Deneb supports collaborative operation across departments, levels, and systems, better adapting to enterprise environments where multiple organizations, roles, and historical systems coexist.
Enterprise-level governance
Deneb supports deployment in privatized, localized, and hybrid environments, meeting the requirements of large enterprises in permission systems, security boundaries, audit traceability, operational governance, and localization adaptation, supporting long-term stable platform operation.
Rapid verification and replication
Deneb supports enterprises in rapidly piloting high-value scenarios, and also gradually replicates them to more business units and operational scenarios through a unified foundation, template accumulation, and platform capability reuse, forming a sustainably evolving intelligent operation system.
Standardizing the FDE Delivery
In addition to the platform itself, Deneb also supports a standardized FDE frontline delivery team, helping enterprises complete the entire process from scenario sorting and pilot planning to implementation and continuous optimization, thereby reducing project implementation risks.
AI NATIVE CAPABILITIES
Deneb Enterprise AI-Native Platform
It's not about integrating a model, but about giving AI enterprise semantics, tools, permissions, and action capabilities, truly entering the business operation chain.
Ontology Reasoning Center
Based on Enterprise Ontology models, it performs association reasoning for business objects, relationships, metrics, rules, permissions, and actions, supporting relationship recognition, rule judgment, path tracing, and causal analysis, enabling AI to understand and deduce real business scenarios
Metrics Insights Engine
Unified definitions of business indicators, calculation criteria, and analysis logic, supporting indicator monitoring, anomaly identification, fluctuation attribution, and multi-indicator linkage analysis, providing a consistent and traceable data foundation for business judgment
Intelligent data query engine
Provides managers and business personnel with natural language query capabilities, metric queries, and result interpretation capabilities, shortening the path from business questions to operational insights, improving daily analysis efficiency and decision response speed
Digital employee collaboration platform BDE
Supports multi-agent division of labor and collaboration, role scheduling, task linkage, and tool invocation, building a manageable, scheduleable, and reusable digital workforce system, driving AI truly into organizational collaboration and business execution chains
Semantic-driven construction with VibeCoding / SDD
Integrating natural language understanding, semantic modeling, and visual configuration capabilities, it supports rapid generation of application, process, agent, and workbench prototypes through business descriptions, accelerating the construction, validation, and continuous iteration of enterprise AI applications
FDE delivery workbench
Provides a unified work interface for implementation and delivery teams, supporting requirement breakdown, Ontology configuration, application setup, process orchestration, test release, and delivery collaboration, improving delivery efficiency from solution design to system implementation in enterprise scenarios
Deneb AI-native collaboration hub
Construction, development, and governance lay the foundation for the sandbox, digital employee collaboration serves as the decision-making hub, and operational capabilities support Kanban, early warning, closed-loop, and continuous empowerment.
PLATFORM ROLES
A single system serving developers, operators,
digital workforce and managers
The Deneb AI-native platform is not a tool system for a single position, but rather a enterprise operating system driven by Business Ontology and can simultaneously serve development, operation, and management. It supports both construction and analysis; It serves both application development and daily operations
Builder / Developer
Through Ontology modeling, process orchestration, workbench configuration, and agent construction capabilities, enterprises can build and iterate AI-native applications more quickly
Operator / Business Operator
View risks, accept tasks, handle anomalies, and drive collaboration within a unified workbench, bringing analysis results into daily business operations
Digital Workforce / Digital Employees
Engage in data inquiries, analysis, meetings, order assignment, rewriting, and tracking as digital employees, turning AI from assistant to collaborative role
Executive / Manager
By viewing operations, risks, execution, and closed-loop status through a unified portal, AI is truly integrated into business decision-making and management drive
PLATFORM ARCHITECTURE
Deneb Enterprise AI-Native Platform
With construction, development, and governance as the foundation, digital employee collaboration as the core, and operations and business empowerment as the closed loop, it forms an enterprise AI-native application and intelligent operation platform
BUSINESS SCENARIOS
From analysis to prediction to execution,
covering key scenarios for enterprise intelligent operations
Focusing on key scenarios in the main chain of enterprise operations and operations, AI is being promoted from analysis and judgment to early warning, execution, and continuous optimization.

Supply assurance and delivery coordination
Supporting key links such as supply-demand balance, delivery risk, supplier fulfillment, inventory assurance, and cost margin, it supports collaborative decision-making within the supply chain.
Project fulfillment cockpitProject Execution and Execution Management
Dynamic monitoring is formed around a closed loop around project progress, cost, resource allocation, execution risks, and issues, promoting project execution from passive tracking to proactive early warning and coordinated handling.
Turnover optimization sand tableInventory turnover and capital efficiency optimization
Establish linkage analyses focusing on inventory occupation, capital turnover, procurement rhythm, and operational efficiency to help enterprises identify inefficient occupation and improve capital utilization efficiency.
Regulatory Operations CenterTransparent supervision of group operations
Build a unified regulatory view across levels, systems, and organizations, enabling the group's operational risks, execution status, and key indicators to be penetrated and trackable.
Closed loop for contract payment collectionContract performance and payment collection control
Focusing on contract performance risks, payment forecasting, overdue warnings, coordination of processing and process tracking, a closed-loop management system is formed from contracts to cash flow.
Industry solutions
Dedicated enterprise AI application solutions for clients across 10+ vertical industries
CUSTOMER EVIDENCE
Supporting numerous enterprises,
achieving rapid development
Deneb works together with advanced enterprises to create better practices for informatization transformation.
TRUSTED BY ENTERPRISES
300+ customers trust us
Serving government enterprises, central and state-owned enterprises, and large groups, it supports long-term operational issues in complex organizations, processes, and complex system environments
*Only some clients are shown; the above rankings are in no particular order








