Case Study
Case Study
ISAAC-ISR: AI-Driven ISR Modernization with Human Insight
Combining human-informed analysis with advanced AI/ML, this ISR platform delivers real-time, predictive intelligence and supports civil environment monitoring across global operational contexts.
The Customer and Their Challenge
The Army Geospatial Center (AGC) provides geospatial information, tools, and support to the Army and other Department of Defense (DoD) components, as well as federal agencies and international partners. They play a crucial role in collecting, analyzing, and disseminating geospatial intelligence to support military operations, mission planning, and decision-making.
The Army Geospatial Center (AGC) provides geospatial information, tools, and support to the Army and other Department of Defense (DoD) components, as well as federal agencies and international partners. They play a crucial role in collecting, analyzing, and disseminating geospatial intelligence to support military operations, mission planning, and decision-making.
AGC and other key decision-makers faced challenges in effectively integrating Publicly Accessible Information (PAI), Artificial Intelligence (AI) and Natural Language Processing (NLP) with cognitive technologies to analyze threats and regional security cooperation environments.
Their legacy technologies lacked the capability to efficiently ingest and interpret Publicly Accessible Information (PAI) as Big Data. Specifically, U.S. military and Special Operations Forces (SOF) planners lacked a capability to evaluate adversarial behaviors and regional dynamics using large-scale open-source information. The ability to compile and analyze available information, thereby bolstering operational planning to counter such activities, was deemed indispensable for strategic planning.
Please add another paragraph: AGC required a solution that could combine automated data processing with civil expertise, cultural interpretation, and mission-aligned indicators – something neither legacy platforms nor AI-only systems could deliver alone. This gap called for i3CA’s analyst-informed approach, working in partnership with i3solutions’ technical architecture, to develop a system grounded in both regional context and operational precision.
AGC and other key decision-makers faced challenges in effectively integrating Publicly Accessible Information (PAI), Artificial Intelligence (AI) and Natural Language Processing (NLP) with cognitive technologies to analyze threats and regional security cooperation environments.
Their legacy technologies lacked the capability to efficiently ingest and interpret Publicly Accessible Information (PAI) as Big Data. Specifically, U.S. military and Special Operations Forces (SOF) planners lacked a capability to evaluate adversarial behaviors and regional dynamics using large-scale open-source information. The ability to compile and analyze available information, thereby bolstering operational planning to counter such activities, was deemed indispensable for strategic planning.
AGC required a solution that could combine automated data processing with civil expertise, cultural interpretation, and mission-aligned indicators – something neither legacy platforms nor AI-only systems could deliver alone. This gap called for i3CA’s analyst-informed approach, working in partnership with i3solutions’ technical architecture, to develop a system grounded in both regional context and operational precision.
The Solution: ISAAC-ISR Prototype
In response to the pressing challenges faced by the Army Geospatial Center (AGC), i3CA and i3solutions partnered to co-develop the International Security Assessment and Analytics Capability – Intelligence, Surveillance & Reconnaissance (ISAAC-ISR) prototype. i3CA provided deep regional expertise, conflict modeling, civil-military analysis, and mission-context framing to guide all stages of development. i3solutions brought enterprise-grade systems integration, machine learning engineering, and geospatial technology deployment. Together, we built a platform capable of turning massive volumes of unstructured data into ISR outputs aligned with AGC’s strategic needs.
This pioneering solution represents a paradigm shift in AGC’s approach to intelligence analysis, offering a comprehensive framework to tackle the complexities of modern warfare and global security. ISAAC provides near real time ISR to detect, observe, analyze, and assess the civil environment, which is key to bringing stability to partnered nations while also exploiting weaknesses in competitors and adversaries.
ISAAC-ISR is a holistic system designed to address the multifaceted challenges confronting AGC. At its core, ISAAC-ISR aims to bridge the gap between the overwhelming volume of Publicly Accessible Information (PAI) and actionable intelligence. By leveraging cutting-edge technologies such as Machine Learning (ML), Natural Language Processing (NLP), geospatial analysis, and statistical modeling, i3Solutions crafted a solution that empowers AGC to extract valuable insights from large amounts of disparate data.
Employing state-of-the-art data collection, feature extraction, and visualization solutions, i3solutions developed and trained over 20 machine learning models. These models are designed to gather and organize information sourced from hundreds of thousands of news articles, files, documents, and both public and private databases. Various NLP tools then perform sentiment analysis, language translation and frequency analysis needed to calculate the stability index of various countries.
ISAAC uses a diverse array of outputs to enhance decision support, encompassing geospatial displays, timelines, network graphs, question and answer search, and ‘baseball cards’. These ‘baseball cards’ integrate multiple data sources into a unified display, facilitating more comprehensive analysis and informed decision making. i3CA ensured the ISAAC output layer – especially the ‘baseball cards’ – reflected meaningful human-centric and geopolitical signals, not just abstract data correlations. This gave AGC analysts a more nuanced understanding of civil environments, informed by both AI models and regional expertise.
The significance of ISAAC-ISR extends beyond mere data processing; it represents a strategic advantage for AGC in navigating the complexities of modern warfare. Real-time Intelligence, Surveillance & Reconnaissance (ISR) capabilities facilitate rapid responses to emerging threats, enhancing situational awareness and operational effectiveness. This fusion of AI-powered detection and human-informed interpretation, driven by i3CA’s contextual modeling, enabled more trusted, field-relevant outputs for decision-makers at every level. Predictive analysis enabled by Artificial Intelligence (AI) enables AGC to anticipate future scenarios, facilitating proactive strategy formulation and threat mitigation.
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Technologies Used In the Solution
Generative AI and Large Language Models (LLMs)
Aid in deciphering textual data from diverse sources. Generative AI simulates potential threat scenarios, providing AGC with foresight into future challenges. LLM, on the other hand, delves into the depths of language nuances, extracting meaningful insights from the vast textual corpus. This deep contextual analysis, coupled with machine learning and Natural Language Processing (NLP), empowers AGC to uncover hidden patterns and trends within a vast amount of data.
Machine Learning (ML)
Focuses on enabling systems to learn from data and make predictions or decisions without being explicitly programmed. I3solutions created and trained ML models to collect and collate information from hundreds of thousands of sources, enabling the extraction of valuable insights and patterns from vast datasets. NLP encompasses a variety of tasks, including text classification, sentiment analysis, machine translation, named entity recognition, and question answering to create country stability indexes for AGC. While i3solutions led the technical development of ISAAC’s machine learning models and NLP classifiers, i3CA played a key role in defining mission-relevant outputs, evaluating model accuracy against real-world conflict indicators, and embedding domain knowledge into classifier thresholds.
Retrieval Augmented Generation (RAG)
Sifts through the vast expanse of PAI, retrieving relevant information and transforming it into coherent, analytical insights. This ensures that ISAAC-ISR’s analysis remains anchored in the most pertinent data, facilitating informed decision-making for AGC stakeholders.
MongoDB
Stores data in flexible, schema-less documents, allowing for easy storage and retrieval of complex data structures. Within ISAAC, it serves as the central repository for the overall data catalogue and stores tabular data formats, including CSV files.
ArcGIS Knowledge
Integrates graph and spatial analytics to support data discovery, collaborative investigations, link analysis, and information sharing. By dissecting information and establishing intricate relationships between entities, ArcGIS Knowledge enables AGC to extract complex relationships from seemingly disparate data sources. i3solutions accomplished the first ever deployment of ArcGIS Knowledge within the Department of Defense (DoD), marking a significant milestone in leveraging GIS capabilities within the organization.
Neo4j
A highly scalable and native graph database management system, designed to store, retrieve, and manage graph-based data. Combined with ArcGIS Knowledge, Neo4j empowers AGC to unlock deeper insights from their spatial data by leveraging built in tools and libraries for data visualization and analytics.
Retrieval Augmented Generation (RAG)
A powerful geospatial analysis tool used to create dynamic maps and visualizations. These maps provide AGC decision-makers with invaluable spatial insights into global scenarios, facilitating strategic planning with enhanced precision. ARCGIS Pro further empowers AGC with advanced content creation capabilities, facilitating in-depth link chart analysis and relationship modeling.
ArcGIS StoryMaps
A web-based tool provided by Esri that allows users to create interactive, multimedia-rich narratives using maps, text, images, and multimedia content. The addition of StoryMaps allows AGC to weave narratives through interactive visualizations, offering a comprehensive understanding of country-level stability indicators. These visual narratives were enriched by i3CA’s analyst teams, who provided political and civil context layered onto geospatial representations—giving AGC planners a clearer picture of regional dynamics.
Measurable Benefits and Strategic Impact
ISAAC-ISR’s success stems from the joint capabilities of i3CA and i3solutions. i3CA ensured civil complexity, actor behavior, and local nuances were reflected in every analytical layer, while i3solutions engineered a scalable, responsive platform to deliver those insights in real time. This partnership created a system that thinks like both a data engine and a field analyst.
Enhanced Strategic Awareness
ISAAC enhanced AGC’s strategic clarity, allowing decision-makers to anticipate challenges, seize opportunities, and shape responses in the dynamic arena of global geopolitics. This awareness was not only algorithmically derived, t was shaped by i3CA’s understanding of cultural dynamics, foreign influence patterns, and civil behavior frameworks embedded in the system.
Advanced Analytic Capabilities
ISAAC’s AI and machine learning tools enabled AGC analysts to identify patterns and emerging trends beyond the reach of traditional methods. i3CA’s domain-informed feedback loops refined those outputs—validating assumptions, tuning models, and ensuring the analytics aligned with real-world civil and conflict dynamics.
Innovative Geospatial Analysis
i3solutions’ deployment of advanced Esri tools brought new precision to AGC’s geospatial analysis. i3CA added value by interpreting how spatial relationships mapped to real-world risks, linking geographic data to civil behavior, governance shifts, and subnational instability patterns.
Enhanced Strategic Awareness
ISAAC enhanced AGC’s strategic clarity, allowing decision-makers to anticipate challenges, seize opportunities, and shape responses in the dynamic arena of global geopolitics. This awareness was not only algorithmically derived, t was shaped by i3CA’s understanding of cultural dynamics, foreign influence patterns, and civil behavior frameworks embedded in the system.
Advanced Analytic Capabilities
ISAAC’s AI and machine learning tools enabled AGC analysts to identify patterns and emerging trends beyond the reach of traditional methods. i3CA’s domain-informed feedback loops refined those outputs—validating assumptions, tuning models, and ensuring the analytics aligned with real-world civil and conflict dynamics.
Innovative Geospatial Analysis
i3solutions’ deployment of advanced Esri tools brought new precision to AGC’s geospatial analysis. i3CA added value by interpreting how spatial relationships mapped to real-world risks, linking geographic data to civil behavior, governance shifts, and subnational instability patterns.
Comprehensive Data Integration
ISAAC aggregates and synthesizes vast data from disparate sources to transform raw textual input into actionable intelligence. This process was strengthened by i3CA’s civil-military domain expertise, which informed logic on what constituted signal versus noise in complex, real-world data environments.
Real-time Monitoring
ISAAC provides real-time monitoring of key developments and events related to Great Power Competition, enabling AGC to react swiftly to emerging threats or opportunities. With i3CA’s guidance on which regional indicators should trigger attention, this monitoring became more context-aware – focusing not just on frequency, but on strategic relevance and civil impact.
Comprehensive Data Integration
ISAAC aggregates and synthesizes vast data from disparate sources to transform raw textual input into actionable intelligence. This process was strengthened by i3CA’s civil-military domain expertise, which informed logic on what constituted signal versus noise in complex, real-world data environments.
Real-time
Monitoring
ISAAC provides real-time monitoring of key developments and events related to Great Power Competition, enabling AGC to react swiftly to emerging threats or opportunities. With i3CA’s guidance on which regional indicators should trigger attention, this monitoring became more context-aware – focusing not just on frequency, but on strategic relevance and civil impact.
Measurable Benefits and Strategic Impact
ISAAC-ISR’s success stems from the joint capabilities of i3CA and i3solutions. i3CA ensured civil complexity, actor behavior, and local nuances were reflected in every analytical layer, while i3solutions engineered a scalable, responsive platform to deliver those insights in real time. This partnership created a system that thinks like both a data engine and a field analyst.
Enhanced Strategic Awareness
ISAAC enhanced AGC’s strategic clarity, allowing decision-makers to anticipate challenges, seize opportunities, and shape responses in the dynamic arena of global geopolitics. This awareness was not only algorithmically derived, t was shaped by i3CA’s understanding of cultural dynamics, foreign influence patterns, and civil behavior frameworks embedded in the system.
Advanced Analytic Capabilities
ISAAC’s AI and machine learning tools enabled AGC analysts to identify patterns and emerging trends beyond the reach of traditional methods. i3CA’s domain-informed feedback loops refined those outputs—validating assumptions, tuning models, and ensuring the analytics aligned with real-world civil and conflict dynamics.
Innovative Geospatial Analysis
i3solutions’ deployment of advanced Esri tools brought new precision to AGC’s geospatial analysis. i3CA added value by interpreting how spatial relationships mapped to real-world risks, linking geographic data to civil behavior, governance shifts, and subnational instability patterns.
Enhanced Strategic Awareness
ISAAC enhanced AGC’s strategic clarity, allowing decision-makers to anticipate challenges, seize opportunities, and shape responses in the dynamic arena of global geopolitics. This awareness was not only algorithmically derived, t was shaped by i3CA’s understanding of cultural dynamics, foreign influence patterns, and civil behavior frameworks embedded in the system.
Advanced Analytic Capabilities
ISAAC’s AI and machine learning tools enabled AGC analysts to identify patterns and emerging trends beyond the reach of traditional methods. i3CA’s domain-informed feedback loops refined those outputs—validating assumptions, tuning models, and ensuring the analytics aligned with real-world civil and conflict dynamics.
Innovative Geospatial Analysis
i3solutions’ deployment of advanced Esri tools brought new precision to AGC’s geospatial analysis. i3CA added value by interpreting how spatial relationships mapped to real-world risks, linking geographic data to civil behavior, governance shifts, and subnational instability patterns.
Comprehensive Data Integration
ISAAC aggregates and synthesizes vast data from disparate sources to transform raw textual input into actionable intelligence. This process was strengthened by i3CA’s civil-military domain expertise, which informed logic on what constituted signal versus noise in complex, real-world data environments.
Real-time Monitoring
ISAAC provides real-time monitoring of key developments and events related to Great Power Competition, enabling AGC to react swiftly to emerging threats or opportunities. With i3CA’s guidance on which regional indicators should trigger attention, this monitoring became more context-aware – focusing not just on frequency, but on strategic relevance and civil impact.
Comprehensive Data Integration
ISAAC aggregates and synthesizes vast data from disparate sources to transform raw textual input into actionable intelligence. This process was strengthened by i3CA’s civil-military domain expertise, which informed logic on what constituted signal versus noise in complex, real-world data environments.
Real-time Monitoring
ISAAC provides real-time monitoring of key developments and events related to Great Power Competition, enabling AGC to react swiftly to emerging threats or opportunities. With i3CA’s guidance on which regional indicators should trigger attention, this monitoring became more context-aware – focusing not just on frequency, but on strategic relevance and civil impact.
Ready to Advance Your ISR Mission?
i3CA and i3solutions deliver integrated solutions for national security and ISR – combining advanced geospatial and AI/ML engineering with deep cultural, regional, and mission-informed analysis. If your agency needs a platform that fuses technical power with real-world context, let’s talk.