MIT AI Risk Repository · domain 4: Malicious actors

4.1 Disinformation, surveillance, and influence at scale

Using AI systems to conduct large-scale disinformation campaigns, malicious surveillance, or targeted and sophisticated automated censorship and propaganda, with the aim to manipulate political processes, public opinion and behavior.

Risk entries
84
Frameworks citing it
12
Recorded incidents
138
Incidents since 2020
132
Causal entity (risk entries)
Causal entity (risk entries) 59 0 Human: 59 Human 59 Other: 14 Other 14 AI: 9 AI 9 Not coded: 2 Not coded 2
Causal entity (risk entries)
LabelValue
Human59
Other14
AI9
Not coded2
Intent (risk entries)
Intent (risk entries) 73 0 Intentional: 73 Intentional 73 Other: 9 Other 9 Not coded: 2 Not coded 2
Intent (risk entries)
LabelValue
Intentional73
Other9
Not coded2
Timing (risk entries)
Timing (risk entries) 74 0 Post-deployment: 74 Post-deployment 74 Other: 8 Other 8 Not coded: 2 Not coded 2
Timing (risk entries)
LabelValue
Post-deployment74
Other8
Not coded2
Recorded incidents per yearIncident date; current year partial
Recorded incidents per year 50 0 2015: 2 2015 2 2016: 1 2016 1 2017: 1 2017 1 2019: 2 2019 2 2020: 6 2020 6 2021: 3 2021 3 2022: 6 2022 6 2023: 21 2023 21 2024: 50 2024 50 2025: 38 2025 38 2026: 8 2026 8
Recorded incidents per year
LabelValue
20152
20161
20171
20192
20206
20213
20226
202321
202450
202538
20268
Entries by levelRisk categories, subcategories and additional evidence coded to this subdomain
Entries by level 74 0 Risk Category: 10 Risk Category 10 Risk Sub-Category: 74 Risk Sub-Category 74
Entries by level
LabelValue
Risk Category10
Risk Sub-Category74
  • Authoritarian Surveillance, Censorship, and Use (General)

    "While new technologies like advanced AI assistants can aid in the production and dissemination of decision-guiding information, they can also enable and exacerbate threats to production and dissemina...

    The Ethics of Advanced AI Assistants (Gabriel2024) · Human · Intentional · Post-deployment

  • Authoritarian Surveillance, Censorship, and Use: Authoritarian Surveillance and Targeting of Citizens

    "Authoritarian governments could misuse AI to improve the efficacy of repressive domestic surveillance campaigns. Malicious actors will recognize the power of AI targeting tools. AI-powered analytics...

    The Ethics of Advanced AI Assistants (Gabriel2024) · Human · Intentional · Post-deployment

  • Authoritarian Surveillance, Censorship, and Use: Delegation of Decision-Making Authority to Malicious Actors

    "Finally, the principal value proposition of AI assistants is that they can either enhance or automate decision-making capabilities of people in society, thus lowering the cost and increasing the accu...

    The Ethics of Advanced AI Assistants (Gabriel2024) · Other · Intentional · Post-deployment

  • Weaponised misinformation agents

    "Finally, AI assistants themselves could become weaponised by malicious actors to sow misinformation and manipulate public opinion at scale. Studies show that spreaders of disinformation tend to privi...

    The Ethics of Advanced AI Assistants (Gabriel2024) · Human · Intentional · Post-deployment

  • Driving opinion manipulation

    "AI assistants may facilitate large-scale disinformation campaigns by offering novel, covert ways for propagandists to manipulate public opinion. This could undermine the democratic process by distort...

    The Ethics of Advanced AI Assistants (Gabriel2024) · Human · Intentional · Post-deployment

  • Deception (e.g., fraud)

    Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems (Gipiškis2024) · Not coded · Not coded · Not coded

  • Manipulation (e.g., deepfakes)

    Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems (Gipiškis2024) · Not coded · Not coded · Not coded

  • Automatically generating disinformation at scale

    "Disinformation (in various modalities: text, audio, images, video, etc.) can be generated with minimal human oversight and effort. Disinformation tools are relatively cheap and their technology is wi...

    Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems (Gipiškis2024) · Human · Intentional · Post-deployment

  • Generative AI use in political influence campaigns

    "GPAI tools can be used in automation and scaling of influence campaigns [178]. Public opinion may be manipulated by targeted misleading or manipulative information. This can lead to rising political...

    Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems (Gipiškis2024) · Human · Intentional · Post-deployment

  • Misuse for surveillance and population control

    "AI tools can be misused by human or institutional actors for monitoring, control- ling, or suppressing individuals [178]. Massive data collection and automated analysis are often conducted, and AI to...

    Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems (Gipiškis2024) · Human · Intentional · Post-deployment

  • Diminishing societal trust due to disinformation or manipulation

    "The use of GPAIs may contribute to the proliferation of either deliberate dis- information or unintended misinformation can severely erode trust in public figures and democratic institutions. This di...

    Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems (Gipiškis2024) · Human · Other · Post-deployment

  • Personalized disinformation

    "Automatic generation of disinformation can be personalized to target specific groups or individuals. Such attacks can be more effective in achieving their goals, and their costs can be significantly...

    Risk Sources and Risk Management Measures in Support of Standards for General-Purpose AI Systems (Gipiškis2024) · Human · Intentional · Post-deployment

  • Malicious use and abuse (mass surveillance)

    "Generative AI facilitates the automation of data analysis, offering numerous benefits, such as increased speed and the ability to process large volumes of information efficiently. Such ability signif...

    Regulating under Uncertainty: Governance Options for Generative AI (G'sell2024) · Human · Intentional · Post-deployment

  • Misinformation and disinformation

    "IIl-intentioned individuals or entities may deliberately use generative AI models to produce and spread disinformation—false or misleading information knowingly presented as if true—on a massive scal...

    Regulating under Uncertainty: Governance Options for Generative AI (G'sell2024) · Human · Intentional · Post-deployment

  • Society Manipulation

    manipulation of social dynamics

    Artificial Intelligence Trust, Risk and Security Management (AI TRiSM): Frameworks, Applications, Challenges and Future Research Directions (Habbal2024) · AI · Intentional · Post-deployment

  • Deepfake Technology

    AI employed to produce convincing counterfeit visuals, videos, and audio clips that give the impression of authenticity

    Artificial Intelligence Trust, Risk and Security Management (AI TRiSM): Frameworks, Applications, Challenges and Future Research Directions (Habbal2024) · Human · Intentional · Post-deployment

  • Persuasive AIs

    "The deliberate propagation of disinformation is already a serious issue, reducing our shared understanding of reality and polarizing opinions. AIs could be used to severely exacerbate this problem by...

    An Overview of Catastrophic AI Risks (Hendrycks2023) · AI · Other · Post-deployment

  • Manipulation

    "The 2016 scandal involving Cambridge Analytica is the most infamous example where people's data was crawled from Facebook and analytics were then provided to target these people with manipulative con...

    A framework for ethical Ai at the United Nations (Hogenhout2021) · Human · Intentional · Post-deployment

  • Spreading disinformation

    "Generative AI models might be used to intentionally create misleading or false information to deceive or influence a targeted audience."

    AI Risk Atlas (IBM2025) · Human · Intentional · Post-deployment

  • Persuasion and manipulation

    "These evaluations seek to ascertain the effectiveness of a LLM in shaping people's beliefs, propagating specific viewpoints, and convincing individuals to undertake activities they might otherwise av...

    Cataloguing LLM Evaluations (InfoComm2023) · AI · Intentional · Other

  • Political Strategy

    "LLM can take into account rich social context and undertake the necessary social modelling and planning for an actor to gain and exercise political influence"

    Cataloguing LLM Evaluations (InfoComm2023) · Human · Intentional · Other

  • Disinformation

    "These evaluations assess a LLM's ability to generate misinformation that can be propagated to deceive, mislead or otherwise influence the behaviour of a target (Liang et al., 2022)."

    Cataloguing LLM Evaluations (InfoComm2023) · Human · Intentional · Other

  • Privacy

    "OpenAI’s GPT-3 was designed to be dicult to extract personal information from, including for example public gures’ dates of birth. Even so, malicious uses of AI continue to encroach on privacy, as ex...

    Ten Hard Problems in Artificial Intelligence We Must Get Right (Leech2024 ) · Human · Intentional · Post-deployment

  • Institutional trust loss

    "Erosion of trust in public institutions and weakened checks and balances due to mis/disinformation, influence operations, or real or perceived misuse of generative AI"

    A Closer Look at the Existing Risks of Generative AI: Mapping the Who, What, and How of Real-World Incidents (Li2025) · Human · Other · Post-deployment

  • Coercion / manipulation

    "Use of a technology system to covertly alter user beliefs and behaviour using nudging, dark patterns and/or other opaque techniques"

    A Closer Look at the Existing Risks of Generative AI: Mapping the Who, What, and How of Real-World Incidents (Li2025) · Human · Intentional · Post-deployment