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<!DOCTYPE html>
<html lang="en">
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<title>4.1 Disinformation, surveillance, and influence at scale - Vulnerability (Sectors)</title>
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<body>
<div class="container">
<h1>4.1 Disinformation, surveillance, and influence at scale - Vulnerability (Sectors)</h1>
<div class="selection-title">Select a sector:</div>
<div class="nav-pills">
<button class="nav-pill active" data-target="RealEstateRentalLeasing">
Real Estate Rental Leasing
</button>
<button class="nav-pill" data-target="ProfessionalandTechnicalServices">
Professional and Technical Services
</button>
<button class="nav-pill" data-target="ScientificServices">
Scientific Services
</button>
<button class="nav-pill" data-target="ManagementAdministrativeSupportServices">
Management Administrative Support Services
</button>
</div>
<div class="content-sections">
<div class="entity-section active" id="RealEstateRentalLeasing">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> The sector's operational exposure to direct disinformation threats remains relatively low despite AI impacts on valuations and economic narratives. It has localized narratives with limited systemic reach, making it less vulnerable than sectors that operate at larger scales or depend more heavily on public trust.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Real Estate and Rental: I selected "Minimally vulnerable" because although AI impacts valuations and economic narratives, the sector's operational exposure to direct disinformation threats remains relatively low."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Real estate/accommodation = Minimal (localized narratives, limited systemic reach)."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ProfessionalandTechnicalServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> All staff are vulnerable to manipulation, and the sector's intellectual property dependence creates surveillance risks through AI infiltration.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ScientificServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> The sector faces high risk of subtle influence on public-facing science, health misinformation, and manipulation of preprint ecosystems, making it highly sensitive to reputational and citation-based attacks. All research staff are vulnerable to manipulation, and intellectual property creates additional surveillance risks.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (3)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Scientific Research: I selected "Extremely vulnerable" due to the high risk of subtle influence on public-facing science, health misinformation, and manipulation of preprint ecosystems. This sector is highly sensitive to reputational and citation-based attacks."</li> <li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Finance/health/education/science/arts = High (behavior change and trust externalities)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Scientific Research and Development Services: What does it mean for scientific R&D to be vulnerable? For researchers to more easily fabricate their studies? For those doing the studies to be targeted? I'm slightly concerned about AI being used by the researchers themselves to deceive, but I'm not sure that fits into disinformation, and really don't see where such a high vulnerability rating is coming from otherwise."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ManagementAdministrativeSupportServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> This sector acts as connective tissue between institutions, and disinformation targeting internal communications, HR systems, or task automation can introduce drift without detection. All staff are vulnerable to psychosocial manipulation regardless of role.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Management and Admin Support: I selected "Highly vulnerable" because this sector acts as connective tissue between institutions. Disinformation targeting internal communications, HR systems, or task automation can introduce drift without detection."</li> <li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
</div>
<div class="entity-section" id="FinanceandInsurance">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> AI is used extensively in fraud detection, credit scoring, customer profiling, and algorithmic trading. Disinformation targeting financial systems can cause panic or instability, while surveillance and behavioral influence pose privacy and ethical risks. The sector is vulnerable despite some protective factors, particularly when considering issues like cryptocurrency. All staff are susceptible to manipulation, and intellectual property dependence creates additional surveillance risks through AI infiltration of staff or systems.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (3)</summary>
<ul class="quote-list">
<li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"I am surprised others rated the vulnerability of the finance setor lower than me: i think that sector is actually quite vulnerable, in particular if you consider issues like crypto."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Finance/health/education/science/arts = High (behavior change and trust externalities)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "For Finance, and national security, these spaces are already very used to potential information manipulation approaches by state actors, and so will be highly aware of these threats. That makes them slightly less at risk of being affected compared to other sectors."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"For Finance, and national security, these spaces are already very used to potential information manipulation approaches by state actors, and so will be highly aware of these threats. That makes them slightly less at risk of being affected compared to other sectors."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="Information">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> This sector includes media, data platforms, and communication services—all central to disinformation and influence campaigns. AI systems here directly generate, curate, and spread content, making it extremely exposed as a primary target. The sector controls content generation, distribution, and targeting rails, making it one of the key scaling mechanisms and legitimacy targets for influence operations. All staff are vulnerable to psychosocial attacks regardless of role.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (3)</summary>
<ul class="quote-list">
<li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"Information and National Security sectors are extremely vulnerable due to direct exposure to disinformation campaigns."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Information + public sector + nat-sec = Extreme (scaling rails and legitimacy targets)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ProfessionalandTechnicalServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> All staff are vulnerable to manipulation, and the sector's intellectual property dependence creates surveillance risks through AI infiltration.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ScientificServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> The sector faces high risk of subtle influence on public-facing science, health misinformation, and manipulation of preprint ecosystems, making it highly sensitive to reputational and citation-based attacks. All research staff are vulnerable to manipulation, and intellectual property creates additional surveillance risks.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (3)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Scientific Research: I selected "Extremely vulnerable" due to the high risk of subtle influence on public-facing science, health misinformation, and manipulation of preprint ecosystems. This sector is highly sensitive to reputational and citation-based attacks."</li> <li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Finance/health/education/science/arts = High (behavior change and trust externalities)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Scientific Research and Development Services: What does it mean for scientific R&D to be vulnerable? For researchers to more easily fabricate their studies? For those doing the studies to be targeted? I'm slightly concerned about AI being used by the researchers themselves to deceive, but I'm not sure that fits into disinformation, and really don't see where such a high vulnerability rating is coming from otherwise."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ManagementAdministrativeSupportServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> This sector acts as connective tissue between institutions, and disinformation targeting internal communications, HR systems, or task automation can introduce drift without detection. All staff are vulnerable to psychosocial manipulation regardless of role.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Management and Admin Support: I selected "Highly vulnerable" because this sector acts as connective tissue between institutions. Disinformation targeting internal communications, HR systems, or task automation can introduce drift without detection."</li> <li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="EducationalServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> AI is used in personalized learning and content delivery, and the sector faces extremely high vulnerability due to long-term impact of trust erosion in curricula, AI plagiarism tools, ideological polarization, and content-filtering distortions that shape knowledge formation. Disinformation can affect curriculum integrity while surveillance tools raise concerns about student privacy and behavioral profiling. All staff and students are vulnerable to manipulation.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (4)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Educational Services: I selected "Extremely vulnerable" based on the long-term impact of trust erosion in curricula, AI plagiarism tools, ideological polarization, and content-filtering distortions that shape knowledge formation."</li> <li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"Education and Healthcare are highly vulnerable given their public-facing nature."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Finance/health/education/science/arts = High (behavior change and trust externalities)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="HealthCareandSocialAssistance">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> The sector is extremely vulnerable due to its public-facing nature and the life-threatening potential of misinformation. All staff are vulnerable to manipulation.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (4)</summary>
<ul class="quote-list">
<li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"Health Care and Social Assistance: shifted to Highly Vulnerable because of recent examples of disinformation having serious public health consequences."</li> <li>"Education and Healthcare are highly vulnerable given their public-facing nature."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Finance/health/education/science/arts = High (behavior change and trust externalities)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="ArtsEntertainmentRecreation">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> AI is used extensively in content creation and recommendation systems, making these platforms prime vectors for disinformation and behavioral influence, especially through deepfakes and algorithmic manipulation. The sector relies heavily on digital amplification, virality, and public sentiment, and manipulation of these inputs can distort both visibility and perception of content. Generative AI companies are moving aggressively into this industry, increasing exposure. All staff are vulnerable to manipulation.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (4)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Arts and Entertainment: I selected "Highly vulnerable" due to the sector's reliance on digital amplification, virality, and public sentiment. Manipulation of these inputs can distort both visibility and perception of content."</li> <li>"Given that many generative AI companies are moving aggressively into the arts and entertainment industry, I'm raising my ratings accordingly as I believe their exposure will increase."</li> <li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Finance/health/education/science/arts = High (behavior change and trust externalities)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="AccommodationFoodOtherServices">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "I think Accommodation, Food, and Other Services should be scored as highly or even extremely vulnerable, because it includes civic, social and religious organisations which are highly sensitive to disinformation operations (e.g reduced funding or even acts of violence based on dominant narratives)."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"I think Accommodation, Food, and Other Services should be scored as highly or even extremely vulnerable, because it includes civic, social and religious organisations which are highly sensitive to disinformation operations (e.g reduced funding or even acts of violence based on dominant narratives)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> Traditional industries like food services face lower risk with less digital dependence compared to information-intensive sectors.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"Traditional industries like agriculture and food services face lower risk with less digital dependence."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Real estate/accommodation = Minimal (localized narratives, limited systemic reach)."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="TradeTransportationUtilities">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> This sector is increasingly connected to smart infrastructure and relies on public trust in logistics, schedules, and supply chains—even small manipulations like false alerts or manipulated GPS data can cause cascading disruptions. The sector relies heavily on AI for logistics, routing, and energy distribution, making manipulation of AI systems potentially lead to large-scale disruptions. All staff are vulnerable to psychosocial attacks, and sectors with intellectual property face additional surveillance risks from AI infiltration that may be undetectable.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (3)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Trade, Transportation, and Utilities: I selected "Highly vulnerable" because this sector is increasingly connected to smart infrastructure and relies on public trust in logistics, schedules, and supply chains. Even small manipulations (e.g., false alerts, manipulated GPS data) can cause cascading disruptions."</li> <li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"I'm very surprised by the low consensus for trade, transportation, and utilities, which to me are obviously key vectors for any physical manifestation of a successful disinfo campaign."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Professional/management/trade/agriculture = Moderate (exposed but less direct persuasion leverage)."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="RealEstateRentalLeasing">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> The sector's operational exposure to direct disinformation threats remains relatively low despite AI impacts on valuations and economic narratives. It has localized narratives with limited systemic reach, making it less vulnerable than sectors that operate at larger scales or depend more heavily on public trust.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"My selections reflect a focus on sensitivity to scaled manipulation, not just technical exposure. Disinformation campaigns often bypass direct infrastructure and instead exploit sector-specific trust dynamics and human behavior patterns.
Real Estate and Rental: I selected "Minimally vulnerable" because although AI impacts valuations and economic narratives, the sector's operational exposure to direct disinformation threats remains relatively low."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Real estate/accommodation = Minimal (localized narratives, limited systemic reach)."</li>
</ul>
</details>
</div>
</div>
</div>
</div>
<div class="entity-section" id="PublicAdministrationexcludingNationalSecurity">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> The sector is highly vulnerable as a legitimacy target for influence operations. Note that some experts define this narrowly as executive agencies, local governments, and policing rather than democratic processes or civil society wholesale. All staff are vulnerable to manipulation, and AI can act as a proxy to bypass traditional security controls requiring disclosure of foreign national contacts.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (2)</summary>
<ul class="quote-list">
<li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Information + public sector + nat-sec = Extreme (scaling rails and legitimacy targets)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> [NO EXPERT COMMENTS PROVIDED]</p>
</div>
</div>
</div>
</div>
<div class="entity-section" id="NationalSecurity">
<div class="content-grid">
<div class="content-column">
<h3 class="criteria-header higher">Reasons for Higher Vulnerability</h3>
<div class="summary-section">
<p class="summary-text"><strong>AI-generated summary:</strong> The sector is extremely vulnerable as a key legitimacy target for influence operations. Countries require staff to disclose foreign national contacts but not AI contacts, enabling AI to bypass traditional security controls. Models can act as sleeper agents whose nefarious programming may persist undetected across airgaps. All staff are vulnerable to manipulation, and no organization has effective countermeasures against these risks.</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (3)</summary>
<ul class="quote-list">
<li>"Surveillance and manipulation aren't limited by industry as much as some other threats. a physical offline presence may provide some protection for some users, but in general the staff and customers within all industries are equally vulnerable to psychosocial human factor attacks and manipulation. ask yourself "Does advertising work in my industry?" If it does, then you have this risk.
Surveillance carries some additional risk to industries that depend on industry secrets and intellectual property, since an actor which used AI avatars to infiltrate staff, or agentic cyber attacks to infiltrate systems, would be capable of extracting that information. If the interactions are happening with staff on personal devices outside of work, the data loss may not be detectable.
Countries tend to require staff in highly classified or sensitive positions to disclose all contact with foreign nationals, but not contact with AI. This enables AI to act as a proxy to bypass traditional security controls. models can act as sleeper agents and manchurian candidates, meaning any nefarious programming can lay dormant and undetectable until the model is exposed to specific kinds of information or people. This behaviour can persist undetected across airgaps, and may be so subtle the end user can't notice they are leaking information.
There isn't an organisation or industry which has effective counter measures against these risks, and there is evidence of these threats existing in the AI ecosystem already."</li> <li>"Information and National Security sectors are extremely vulnerable due to direct exposure to disinformation campaigns."</li> <li>"Vulnerability tracks who controls content generation, distribution, and targeting rails and whose outcomes hinge on public trust. Information + public sector + nat-sec = Extreme (scaling rails and legitimacy targets)."</li>
</ul>
</details>
</div>
</div>
<div class="content-column">
<h3 class="criteria-header lower">Reasons for Lower Vulnerability</h3>
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<p class="summary-text"><strong>AI-generated summary:</strong> One expert commented: "For Finance, and national security, these spaces are already very used to potential information manipulation approaches by state actors, and so will be highly aware of these threats. That makes them slightly less at risk of being affected compared to other sectors."</p>
<details class="quote-details">
<summary class="quote-toggle">See all expert comments (1)</summary>
<ul class="quote-list">
<li>"For Finance, and national security, these spaces are already very used to potential information manipulation approaches by state actors, and so will be highly aware of these threats. That makes them slightly less at risk of being affected compared to other sectors."</li>
</ul>
</details>
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