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.
Intellectual Property Exposure via AI Prompts
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AI Model Generates Hateful, Abusive and Obscene Content
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AI Models Leak Confidential Information from Training and Prompt Data
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Inaccessible Training Data Undermines Model Explainability
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AI Model Outputs Cannot Be Traced to Training Data Sources
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AI Systems Produce Outputs That Cannot Be Adequately Explained
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AI Systems Cannot Reliably Identify the Sources Behind Their Outputs
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Insufficient Training Data Documentation Undermines AI Accountability
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AI Model Decision Bias Systematically Disadvantages Protected Groups
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Foundation Model Risk Scope Shifts When Intended Use Is Redefined
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Unclear AI Ownership Obstructs Legal Accountability
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Insufficient AI System Documentation Obscures Purpose and Risk
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Unresolved Ownership Rights Over AI-Generated Content
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AI Systems Homogenise Cultural Output by Over-Representing Dominant Cultures
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Generative AI Enables Students to Bypass Core Learning Processes
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Homogeneous AI Testing Teams Embed Systemic Blind Spots
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Generative AI Enables Student Plagiarism in Education Settings
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Generative AI Training and Operation Drives Excess Carbon and Water Use
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Workforce Displacement Risk from Foundation Model Automation
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Generative AI Enables Identity Theft and Impersonation Fraud
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Generative AI Systems Undermining Individual Autonomy and Identity Control
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Generative AI Misinformation Erodes Public Trust in Institutions
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Generative AI Used to Manipulate Public Opinion and Inflate Stock Prices
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Generative AI Systems Erode Human Decision-Making Autonomy
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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