All developments
14 products in seven areas: from software platforms and communications to vehicles and protection systems. Every project has an honest status.
About the project
The platform combines artificial intelligence, big data processing, graph analysis, geospatial tools, and predictive modeling.
ELZA is designed for automated collection and cross-referencing of information, discovering hidden relationships, testing hypotheses, identifying risks, and producing analytical conclusions that can be checked against primary sources.
From personal research to the analytical infrastructure of a large organization, ELZA helps turn scattered data into structured knowledge.
See connections. Understand events
The world is made up of interconnected processes. ELZA helps you see them as a whole
Vast amounts of information appear every day: news, research, government documents, financial indicators, statistics, satellite data, and publications in digital sources.
Events that seem unrelated can be parts of a single process. Changes in legislation affect companies. Economic decisions reshape markets. Technological developments transform industries. Local events can trigger far-reaching consequences.
Traditional analysis requires searching dozens of sources, cross-checking facts by hand, and constantly tracking changes.
ELZA creates a unified analytical environment in which data is automatically structured, cross-referenced, and transformed into an explorable model of what is happening.
Users get more than an answer to a question: they gain the ability to understand the causes of events, explore relationships, and assess how the situation may develop.
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What is happening and why
Six key tools of the analytics platform
01
DATA INTELLIGENCE
Information collection and processing
ELZA provides for connecting open sources, information resources, documents, databases, and organizations’ internal systems.
The platform will be able to automatically extract information, identify key entities, remove duplicates, and combine scattered material into structured datasets.
Key capabilities
Monitoring of news, publications, and open data.
Analysis of documents, spreadsheets, and text materials.
Connection of corporate databases via API.
Automatic classification and organization of information.
Processing of multilingual sources.
Identification of events, objects, organizations, and people.
Updating of analytical data as new information arrives.
02
KNOWLEDGE GRAPH
Knowledge graph and relationship map
ELZA builds a dynamic model of the relationships between events, organizations, people, objects, resources, and processes.
An interactive graph lets users explore direct and indirect connections, find common factors, and trace how relationships change over time.
Key capabilities
Visualization of relationships between objects.
Automatic detection of potential connections.
Analysis of event chains and dependencies.
Consolidation of information from multiple sources.
Display of historical changes.
Identification of information gaps and contradictions.
Navigation from each graph element to the supporting data.
03
AI RESEARCH
Intelligent analytical assistant
The built-in AI assistant lets users explore complex questions in natural language.
The user formulates a task, and ELZA searches for relevant information, cross-references material, highlights significant facts, and produces a structured analytical result.
Key capabilities
Exploration of questions in natural language.
Search and cross-referencing of information from different sources.
Automatic generation of analytical summaries.
Hypothesis testing and search for counterarguments.
Detection of conflicting statements.
Report generation with source citations.
Separation of confirmed facts, interpretations, and assumptions.
04
PREDICTIVE ANALYTICS
Scenario modeling and forecasting
ELZA lets users explore how events might unfold based on historical data, identified patterns, and defined conditions.
Instead of a single categorical forecast, the system generates alternative scenarios and shows the factors that could influence whether they materialize.
Key capabilities
Analysis of historical dynamics.
Identification of trends and changes.
Modeling of alternative scenarios.
Analysis of the impact of individual factors.
Assessment of risks and uncertainty.
Comparison of scenarios against defined criteria.
Revision of assessments as new data arrives.
05
CONTINUOUS MONITORING
Continuous monitoring and change detection
Users will be able to set up their own analytical focus areas and track events, organizations, markets, technologies, and indicators of interest.
ELZA analyzes incoming data and highlights changes that may matter for the selected task.
Key capabilities
Personal watchlists.
Tracking of events and objects.
Monitoring of changes in key indicators.
Automatic anomaly detection.
Configurable notifications.
History of changes and events.
Periodic analytical summaries.
06
GEO & TEMPORAL INTELLIGENCE
Spatial and temporal analysis
ELZA links events to their geographic location and time attributes.
Interactive maps and timelines make it possible to explore how processes develop, compare events across regions, and identify spatiotemporal patterns.
Key capabilities
Display of events on an interactive map.
Analysis of the geographic distribution of data.
Timelines and event history.
Comparison of information by region.
Spatial filters.
Overlay of multiple information layers.
Analysis of process dynamics over time.
From question to analytical result
The full research cycle in a single interface
01
Defining the task
The user asks a question, selects a subject of research, or formulates an analytical hypothesis.
02
Collecting information
ELZA queries available sources, extracts relevant material, and builds the information base for the research.
03
Structuring the data
The system identifies events, objects, relationships, and temporal and geographic attributes, combining them into a single model.
04
Intelligent analysis
AI cross-references information, tests hypotheses, and looks for contradictions, patterns, and potentially significant changes.
05
Scenarios and conclusions
The platform produces analytical results, possible scenarios, and risk assessments, indicating the source data and limitations.
06
Continuous updating
The research is saved. New data can automatically supplement it, change assessments, and trigger notifications.
For you and your team
From a personal analytical tool to enterprise infrastructure
01 / 03
ELZA Personal
For individual users, researchers, and independent analysts
A personal analytical environment for researching topics of interest, studying events, and analyzing markets and technologies.
Users get access to AI research, relationship graphs, source monitoring, analytical reports, and personal workspaces.
A subscription access model with different levels of functionality is planned.
02 / 03
ELZA Enterprise
For companies, analytics departments, and research organizations
An enterprise analytics platform that can connect internal data, create shared workspaces, and automate analytical processes.
Centralized user management, access control, integration with corporate systems, and collaboration tools.
Option to deploy on the organization’s own infrastructure.
03 / 03
ELZA Government
For government organizations and specialized customers
Analytical infrastructure for processing large volumes of heterogeneous data, researching complex processes, and providing information support for decision-making.
Isolated deployment environments, integration with agency information systems, specialized analytical modules, and custom configuration of the platform.
The architecture adapts to the customer’s requirements for information security, access management, and data hosting.
Capabilities
Not just answers. Verifiable analytics
Source transparency
Reliability assessment
Visual analytics
Humans and artificial intelligence
01 / 04
1
Source transparency
Every significant conclusion must be linked to the information on which it is based.
Users will be able to go from an analytical statement to the source document, publication, or dataset.
02 / 04
2
Reliability assessment
ELZA is designed to distinguish confirmed facts, analytical interpretations, hypotheses, and forecast scenarios.
The system shows contradictions, data limitations, and how well-founded the conclusions are.
03 / 04
3
Visual analytics
Interactive relationship graphs, maps, timelines, charts, and dashboards make it possible to explore complex information visually.
04 / 04
4
Humans and artificial intelligence
ELZA automates labor-intensive search, processing, and cross-referencing of information, while leaving users the ability to verify conclusions, adjust hypotheses, and make final decisions.
Open architecture. Your own data. Your own tools
An analytics platform adaptable to any industry
ELZA is being designed as a modular software system that can integrate external sources, enterprise applications, and specialized analytical tools.
The architecture provides for
API for integrating external systems
Connection of your own data sources
Development of additional analytical modules
Configurable dashboards
User and access rights management
Cloud and on-premises deployment
The option to integrate different AI models
A single analytical core can be used to address tasks in economics, industry, finance, scientific research, the technology sector, public administration, and other fields.
The ecosystem’s analytics layer
ELZA — Darlein Defense’s intelligent analytics platform
ELZA is being developed both as a standalone product and as the analytics component of the Darlein Defense technology ecosystem.
Integration with AGATA will make it possible to combine the communications and geospatial environment with intelligent data analysis.
Interaction with ECHO provides for processing information from compatible sensor systems, with the ability to explore events and patterns.
At the same time, ELZA is not limited to Darlein Defense products and will be able to integrate into the existing infrastructure of third-party organizations.
ELZA
Discover new analytics capabilities with ELZA
We are building a versatile AI analytics platform for working with information, researching complex processes, and supporting decision-making.
We invite potential customers, developers, research organizations, and technology partners to collaborate with us.
Tell us about your task — we will consider possible use cases for ELZA and options for joint development.
We reply within two business days.
Darlein Defense — a new take on the private defense company in Russia.
Company details
DARLEIN DEFENSE LLC
INN 9701331416
KPP 770101001
OGRN 1267700273477
INN 9701331416
KPP 770101001
OGRN 1267700273477
Data storage
Users’ personal data is stored and processed on servers in the Russian Federation in accordance with Federal Law No. 152-FZ of 27.07.2006 “On Personal Data”.
Data transfer
We do not disclose personal data or transfer it to third parties, except as required by the laws of the Russian Federation.
Copyright
The texts, images, and design of this site are protected by the copyright of DARLEIN DEFENSE LLC. Copying or using the materials without written permission is prohibited and subject to legal action.
