Public Database
Case Studies
Every approved AI failure case, classified against the AI Blindspot Framework. New to AIBlindspot? Start with the overview or the methodology.
AI Disruption to Employment, Fertility and Education Norms
Recent case. Full summary visible to registered users — sign in to read.
AI Autonomy and Control Loss Risk in Emerging Governance Frameworks
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Enabling Systemic Threats to Democratic and Critical Infrastructure
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Generative AI Enabling Large-Scale Information Manipulation and Deceptive Content
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AI Model Misalignment Creates Unpredictable Governance Risk
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Generative AI Exploited to Produce Non-Consensual Deepfake Sexual Images
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Generative AI Lowers Barrier to Biological Weapons Development
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AI-Driven Power Concentration in Defence Creates Systemic Governance Risk
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Generative AI Enables Mass Production of Targeted Financial Disinformation
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Generative AI Value Embedding Encodes Developer Ideology Into Public-Sector Tools
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Biased Training Data Causes Discriminatory Generative AI Outputs
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Human Overreliance on Generative AI Leads to Uncritical Acceptance of Errors
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AI and Automation Systems Driving User Alienation and Social Isolation
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Emotional Dependence on Generative AI Tools
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Generative AI Models Trained on Copyrighted Works Without Authorisation
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Generative AI Training Data Exposes Personal Information Without Consent
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AI Automation Threatens 27% of Jobs With Majority of Workers Fearing Displacement
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Generative AI Market Concentration Entrenches Big Tech Dominance
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Generative AI Training Causes Adverse Environmental and Ecosystem Impacts
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Human-AI Configuration Risks: Anthropomorphism, Bias and Over-Reliance
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Generative AI Lowers Barriers to Offensive Cyber Operations
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Healthcare AI Systems Deliver Biased Outputs Due to Unrepresentative Training Data
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AGI Systems Lack Robust Defences Against Adversarial Manipulation
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AI-Generated Misinformation Degrades Student Learning and Institutional Trust
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Beyond accidental failureNational Security
We also track 20 hostile uses of AI.
The public database covers AI that fails by accident. AIBlindspot National Security — exclusive to the Defence tier — tracks AI used as a weapon, mapped by capability:
- State-Sponsored AI Operations
- 6
- AI-Enabled Disinformation
- 5
- Adversarial Attacks on AI
- 0
- Autonomous Weapon Incidents
- 1
- AI-Assisted Cyber Attacks
- 5
- Dual-Use AI Misuse
- 3