Virtual Manipulation: The Role of Generative AI in Russian Propaganda
Year-Month to Year-Month Cross-Platform Data Analysis, Revealing Coordinated Account Networks, Manipulation Tactics, and Targeted Narrative Attacks Against NATO
Detail
Published
23/12/2025
Key Chapter Title List
- Executive Summary
- Hostile Information Dissemination Targeting NATO
- Core Anti-NATO Narratives
- The Evolution of Manipulation Techniques: Practical Applications of Artificial Intelligence
- How to Coordinately Respond to Foreign Information Manipulation and Interference
- The Rise of AI-Driven Networks
- Crocus City Hall: A Case Study in Russian Propaganda
- The Economics of Disinformation on the Telegram Platform
- Research Methodology
Document Introduction
More than two years after the full-scale outbreak of the Russia-Ukraine conflict, coordinated account clusters on social media remain a significant threat, a situation further exacerbated by the application of generative AI content. This report, based on collaborative research between the NATO Strategic Communications Centre of Excellence and the AI Information Environment Assessment Platform Osavul, focuses on the period from November 2023 to May 2024. It provides an in-depth analysis of how the Russian propaganda system integrates coordinated accounts, automated cross-referencing, and AI-generated content to carry out targeted information manipulation campaigns.
The study identified 17 coordinated account clusters encompassing 344 information sources. Their activities are primarily concentrated on platforms such as Telegram and Twitter (now X), involving multilingual dissemination in Russian, English, French, Finnish, and others. Large Language Models (LLMs) are widely used to generate meaningless interference information, scrape and repost political news, and significantly expand the reach and influence of information threats without additional financial investment through automated cross-referencing of dynamic accounts. AI-generated comments simulate political discussions on sensitive topics on social media, and there have been successful cases responding to visual content, posing a severe challenge to users' information discrimination capabilities.
The report focuses on dissecting the core narrative framework targeting NATO. This includes narratives such as NATO's Weakness (promoting the inferiority of Western weapons and organizational incompetence), NATO as a Non-Threat (reinforcing perception through exhibitions of captured equipment in Moscow), NATO as the Aggressor (blaming global instability on NATO expansion), NATO as a Colonizer (hijacking anti-colonial discourse to link to Gaza issues), and the Failure of the Ukraine War (questioning the effectiveness of military aid to Ukraine). These narratives erupted intensively at key time points (such as NATO's 75th anniversary, the release of Trump-related statements, and the Crocus City Hall terrorist attack), forming a multi-dimensional public opinion offensive.
The case study of the Crocus City Hall terrorist attack shows that the Russian propaganda system rapidly fabricated false narratives implicating Ukraine and the West after the event. Through over 10,000 cross-platform messages, it successfully controlled the direction of public opinion and avoided domestic questioning of the security system. Furthermore, Telegram's advertising revenue-sharing mechanism provides economic incentives for disinformation dissemination. Potential revenue from related NATO-themed content could reach approximately 115,000 euros, far exceeding that of the Twitter platform, making Telegram the preferred battleground for hostile actors.
The research also evaluates the application value of the DISARM and RESIST counter-disinformation frameworks, emphasizing the importance of building a coordinated response system similar to cybersecurity frameworks through standardized information exchange and integrated defensive capabilities. Through rigorous data analysis and case study deconstruction, this report provides defense researchers, policymakers, and intelligence practitioners with a critical reference for understanding Russia's new tactics of information manipulation and assessing the application of AI technology in hybrid warfare.