LargitData — Enterprise Intelligence & Risk AI Platform

Last updated:

Defense & Critical Infrastructure Intelligence Solutions

Government and defense agencies and critical infrastructure operators face compounding challenges — geopolitical risk, supply chain security, and information manipulation — while demanding the highest level of data sovereignty. LargitData combines InfoMiner threat intelligence monitoring, supply chain security review, and the RAGi on-premise AI engine to deliver a fully on-premise intelligence solution where data never leaves the organization.

Four Core Use Cases

In an increasingly complex information environment, these are the four intelligence capabilities government, defense, and critical infrastructure organizations need most:

  • Disinformation & fake-news detection:Automatically collect and cross-compare content from multiple sources to identify fake news and disinformation spreading across platforms, trace its origin and diffusion path, and issue early warnings before public opinion spirals out of control.
  • Cognitive warfare countermeasures:Identify patterns of information manipulation and coordinated narrative-steering, analyzing narrative framing, emotional mobilization, and synchronized posting to help organizations understand the tactics and scale of foreign influence operations.
  • Coordinated inauthentic behavior & anomalous account detection:Detect troll armies, bot accounts, and coordinated inauthentic behavior, exposing the clusters behind the operation through posting cadence, relationship networks, and content similarity.
  • Open-source intelligence collection (OSINT):Continuously collect intelligence from public, lawfully accessible sources — news, social media, forums, public sanctions lists, and open government procurement data — turning scattered information into actionable assessments.

Industry Challenges

Government, defense, and critical infrastructure organizations operate in a risk environment far more complex than that of ordinary enterprises:

  • Rising geopolitical risk:Changes in cross-strait relations, international trade policy, and export controls can disrupt the supply chain and operations within a short time, requiring continuous intelligence monitoring.
  • Cognitive warfare & information manipulation:Fake news, disinformation, and coordinated narrative-steering can spread within hours, undermining public trust and social stability; organizations need real-time detection and assessment capabilities.
  • Supply chain security threats:Critical infrastructure supply chains involve major public interests; if any link involves a sanctioned entity or a high country-risk supplier, the consequences can be severe.
  • Data sovereignty and confidentiality control:Sensitive data must not leave the country or be processed via external clouds, imposing strict compliance requirements on the deployment method.
  • Cyber security compliance pressure:Must comply with the cybersecurity standards of government, defense, and critical infrastructure, with complete audit trails and verifiability.

Industry Solutions

LargitData provides government, defense, and critical infrastructure organizations with an integrated solution spanning threat intelligence, supply chain security, and on-premise AI:

InfoMiner — Threat Intelligence & Disinformation Monitoring

  • Real-time, multi-source monitoring of news, social media, forums, and public data to capture geopolitical risk and disinformation signals.
  • Identify fake news, coordinated narrative-steering, and anomalous account clusters, tracking narrative diffusion paths and the operations behind them.
  • Screening against public sanctions lists such as OFAC, EU, and UN to identify sanctioned entities and related parties.
  • AI sentiment analysis and anomaly-in-volume detection to issue real-time alerts before risks spread.

Learn MoreInfoMiner Social Listening

RAGi On-Premise — On-Premise AI Knowledge and Assessment Engine

  • Integrating intelligence data with the internal knowledge base into an on-premise AI engine to automatically generate assessment reports.
  • All data processing and model inference are performed entirely within the unit's internal network, with data never leaving the organization.
  • Supporting natural-language queries to help analysts quickly retrieve intelligence and historical cases.
  • Can be paired with the QubicX on-premise AI hardware platform (NVIDIA DGX Spark, Mac Studio) to provide a complete on-premise deployment carrier.

Learn MoreRAGi Enterprise AI Retrieval-Augmented Generation Engine; QubicX On-Premise AI Platform

Key Capabilities

  • Disinformation detection: identify false content spreading across platforms and trace its origin.
  • Cognitive warfare assessment: analyze information manipulation, narrative framing, and coordinated narrative-steering patterns.
  • Anomalous account detection: expose troll armies, bots, and coordinated inauthentic behavior clusters.
  • Threat intelligence monitoring: continuous monitoring of geopolitical, cyber, and public dark-web intelligence.
  • Automated sanctions screening: cross-checking against public sanctions and watchlists such as OFAC, EU, and UN.
  • Supply chain security review: assessment of supplier country risk, beneficial owners, and performance records.
  • OSINT collection: build an actionable intelligence foundation from public, lawful sources.
  • On-premise AI assessment and report generation: intelligence analysis and assessment with data never leaving the organization.
  • Audit trails and source traceability: ensuring that intelligence outputs are verifiable and traceable.

Deployment: On-Premise First, Ensuring Data Sovereignty

Government, defense, and critical infrastructure clients demand the highest level of data sovereignty. LargitData offers an on-premise-first deployment: RAGi On-Premise installs the full AI engine inside the organization's internal network, paired with the QubicX on-premise AI hardware platform (supporting NVIDIA DGX Spark, Mac Studio, and more), so all data processing and model inference happen on the internal network — sensitive data never leaves the country or passes through an external cloud. This architecture resolves the core "data cannot leave the country" pain point while retaining full AI analysis and intelligence assessment capabilities.

Data Governance and Cyber Security Compliance

All external intelligence collected by this solution comes from public, lawfully accessible sources — such as public sanctions lists, open government procurement data, news, and public web information. The system enforces access control, encrypted storage, audit trails, and data retention policies, ensuring compliance with the cybersecurity standards of government, defense, and critical infrastructure, as well as the Personal Data Protection Act, GDPR, and other regulations. Every intelligence output is traceable to its source, ensuring assessments can withstand scrutiny.

Use Cases

Scenario 1: Disinformation & cognitive warfare detection

Using InfoMiner, an organization monitors cross-platform narrative diffusion. The system identifies fake news, coordinated narrative-steering, and anomalous account clusters, analyzes posting cadence and relationship networks, and issues early warnings in the initial phase of disinformation spread — helping decision-makers understand the tactics and scale of information manipulation.

Scenario 2: Continuous supply chain security review

A unit establishes a continuous monitoring mechanism for key suppliers. The system automatically screens sanctions lists, monitors supplier-related adverse media and country risk, and issues real-time alerts when sanctions lists are updated or significant events occur, enabling procurement and security departments to assess alternatives early.

Case 3: On-Premise Classified Intelligence Analysis

For high-classification intelligence work, the unit adopts RAGi On-Premise paired with QubicX on-premise hardware, keeping all analysis work within the internal network. Analysts can query historical intelligence and cases in natural language, with all data staying entirely within the organization, meeting the strictest data sovereignty requirements.

FAQ

Yes. Through RAGi On-Premise paired with the QubicX on-premise AI hardware platform (supporting NVIDIA DGX Spark, Mac Studio, and others), all data processing and model inference are completed within the unit's internal network, with sensitive data never leaving the organization or passing through external clouds, meeting the strictest data sovereignty requirements.
InfoMiner cross-compares content across platforms via real-time multi-source monitoring to identify fake news and disinformation, analyze the narrative framing and emotional mobilization of coordinated narrative-steering, and detect the coordinated inauthentic behavior of anomalous accounts such as troll armies and bots — tracking the operation clusters behind them and their diffusion paths.
The system conducts onboarding review and risk grading of suppliers, screens sanctions lists, assesses country risk and beneficial owners, and verifies performance track records using government procurement public data, then maintains continuous monitoring of key suppliers, with real-time alerts when sanctions are updated or significant events occur.
QubicX is an on-premise AI hardware solution that can serve as the deployment carrier for RAGi On-Premise, supporting hardware such as NVIDIA DGX Spark and Mac Studio, enabling units to run large language models and intelligence assessment within the internal network without relying on external clouds.
The system enforces access control, encrypted storage, audit trails, and data retention policies, and collects only public, lawfully accessible external intelligence — ensuring compliance with the cybersecurity standards of government, defense, and critical infrastructure, as well as the Personal Data Protection Act, GDPR, and other regulations, with every intelligence output traceable to its source.
It suits the public sector, government and defense agencies, critical infrastructure operators (such as energy, telecommunications, transportation, and financial infrastructure), and any organization with stringent data sovereignty requirements. Such organizations typically require on-premise deployment and strict cybersecurity compliance.
InfoMiner is responsible for real-time monitoring and risk early warning of external intelligence, while RAGi serves as the on-premise AI assessment engine, integrating intelligence with the internal knowledge base to automatically generate assessment reports and support natural-language queries; together they form a complete intelligence workflow from monitoring to assessment.
The implementation timeline depends on the scale of on-premise hardware and the scope of data integration. The LargitData professional team assists throughout with environment setup, data import, model deployment, and training, and plans the deployment architecture according to the unit's cyber security requirements.

Want to learn about our defense & critical infrastructure intelligence solution?

Contact the LargitData expert team to plan a threat intelligence and supply chain security solution that can be fully deployed on-premise, with data never leaving the organization.

Contact Us Book a Demo