Product Overview
Centering on global hot events, specific business directions, specific regions, and specific targets, DeepInsight integrates and aggregates open-source data in real time from major global news websites, government open data, social platforms, professional websites, major think tanks, blog forums, and other sources. It makes full use of artificial intelligence (AI) technologies such as big data, Natural Language Processing (NLP), knowledge graph, and Large Language Models (LLMs). Combining with insight business needs, DeepInsight conducts in-depth processing, element data extraction, data content indexing and training, and element integration and correlation on the massive open-source data collected by the platform. Thus, it forms rich theme databases (covering people, organizations, accounts, etc.), report result databases, and business topic databases.
Core Functions

- Situation Awareness
Situation Awareness aims to build a comprehensive and multi-dimensional information hub for hot events, aggregating major global events and developments on a broad scale. It covers key fields such as politics, economy, science and technology, culture, and military affairs, while also focusing on hot regional directions to accurately capture global hotspots and emergent events. Based on real-time data aggregation technology, the global situation application can quickly integrate the latest event information, ensuring users obtain key information in a timely manner and perceive important global developments promptly.

- Dynamic Monitoring
Dynamic Monitoring conducts real-time monitoring on specific business directions, regions, or targets of interest to users, enabling 24/7 oversight of the latest information—such as news updates and social media dynamics—related to the concerned business directions, regions, or targets. Meanwhile, the platform provides users with the capability to automatically generate monitoring briefings and conduct linked analysis based on monitoring results. This allows users to quickly grasp the overall dynamic overview of the concerned business directions, regions, or targets, helping them efficiently acquire high-value information.

- Target Insight
Target Insight covers object data across multiple fields, including politics, economy, science and technology, culture, and military affairs. Through this function, users can obtain multi-dimensional profiles of various target types (such as people, organizations, social media accounts, and news websites) as well as their real-time updated dynamic information. Leveraging advanced intelligent analysis technologies, Target Insight not only provides users with basic information and associated information about targets but also deeply integrates multi-source data—such as news media reports and social media comments. This enables users to fully grasp the overall picture of targets while gaining insight into their underlying truths and hidden objectives, providing strong support for clue discovery and target exploration.

- Thematic Analysis
Thematic Analysis provides intelligent thematic aggregation and analysis functions for specific business directions, countries/regions, or events that users care about. The platform conducts aggregation analysis on elements related to the specific business direction, country/region, or event—including people, organizations, events, accounts, and the latest hot events in various fields. This helps users fully grasp the latest dynamics of the thematic areas they focus on, as well as information about key people, key organizations, and active accounts involved in thematic events. Through the aggregated information, users can discover new targets or organizations, thereby continuously enriching their target database, while also improving the efficiency of thematic analysis.

- Intelligent Report Compilation
Intelligent Report Compilation provides users with end-to-end intelligent support throughout the entire process from material integration to report finalization. Users can upload local documents, call external knowledge resources, and collect open-source information from the Internet as material sources. Relying on Large Language Models (LLMs), knowledge graph, and Natural Language Processing (NLP) technologies, the platform automatically generates a logically clear report outline, and conducts selection, analysis, and content integration of multi-source data to form high-quality, traceable analysis reports, providing strong support for scientific decision-making.

- Intelligent Q&A
On one hand, Intelligent Q&A provides users with LLM-based Q&A capabilities supported by massive data and knowledge, helping users quickly obtain high-value knowledge. On the other hand, it offers LLM-based intelligent Q&A capabilities based on designated materials, assisting users in realizing the transition from "searching for information" to "obtaining conclusions".
Product Advantages
- Data Advantages
· Comprehensive Key Information Feeds
Encompasses open-source data across over 130 global languages, enabling 24/7 real-time monitoring of target-related news coverage and opinion data streams.
· Professional Tagging System
Establishes an intelligent tagging system aligned with user-focused business attributes, covering more than 20 categories and over 200 basic tags as well as business-specific tags. This enables categorized management and utilization of massive data resources.
· Rich Data Assets
Develops thematic and topic-specific data assets based on massive open-source data, including over 50 categories of person-centric themes, 60+ categories of organization-centric themes, and 40+ categories of business topics across global domains—with a total of over 20 million data assets.
- Technical Advantages
· Graph-Assisted Analysis
The platform integrates various graph computing and analysis capabilities of the knowledge graph. It can conduct correlation analysis of various targets and hidden target mining based on the knowledge graph architecture of dynamic ontology.
· Business Domain Model Empowerment
Based on the TRS Large Language Model (LLM) for vertical industries independently developed by TRS, it conducts fine-tuning training of domain knowledge. This meets domestic localization requirements such as independent control, security, and compliance.
· Real-Time Translation for Massive Data
Supports automatic recognition of more than 130 foreign languages and mutual translation with Chinese, as well as batch translation of massive data.
- Service Advantages
· Systematic Training Services
Provides users with complete supporting product materials and professional platform training services.
· Platform Knowledge Operation Services
Offers users in-depth services such as knowledge base operation, special-topic operation, and monitoring operation.
· Diversified Service Modes
The platform provides diversified service modes, including SaaS cloud service and private deployment.
Application Scenarios
In an era of rapidly evolving global information, various organizations face the need for real-time understanding and precise analysis of international developments. DeepInsight is primarily applicable to multiple scenarios, including government entities, research institutions, and more.
In the field of government and public administration, it helps users track real-time changes in international policies, regional security situations, and trends in public opinion. This provides data support for strategic assessment and risk prevention. In scientific research applications, it assists researchers in efficiently integrating global open data resources, quickly identifying cutting-edge scientific and technological information, and establishing thematic research databases as well as knowledge networks of individuals and organizations. These capabilities enhance research depth and efficiency.