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.
ChatGPT and Clearview AI Face GDPR Bans and Mass Data Collection Scrutiny
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Tools Expose Firms to IP Liability Through Unlicensed Training Data and Code
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Hallucination Produces Misleading Outputs
Recent case. Full summary visible to registered users — sign in to read.
Pre-Trained Language Models Memorise and Expose Personal Data
Recent case. Full summary visible to registered users — sign in to read.
Biased Training Data Propagates Discrimination Through UN AI Systems
Recent case. Full summary visible to registered users — sign in to read.
Demeaning social groups — case from Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction
Recent case. Full summary visible to registered users — sign in to read.
AI Hardware Demand Accelerates Critical Mineral Depletion Risk
Recent case. Full summary visible to registered users — sign in to read.
Algorithmic erasure of minority social groups through biased training data
Recent case. Full summary visible to registered users — sign in to read.
Algorithmic Stereotyping of Social Groups in Language Model Outputs
Recent case. Full summary visible to registered users — sign in to read.
AI System Discrimination Against Protected Groups at the United Nations
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Weaponisation and Existential Safety Risks in Defence Contexts
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Image Tagging System Erases Social Group Identity from Tagged Content
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Algorithmic Systems Withholding Healthcare Resources from Marginalised Groups
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Automated Gender Classifiers Force Binary Categories on Non-Binary Users
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Fragmented AI Governance Leaves Frontier Model Risks Unsanctioned
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Generative AI Systems Weaponised for Non-Consensual Content at Scale
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Generative AI Labour Displacement and Workforce Deskilling Risk
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AI-Enabled Personal Data Profiling for Targeted Advertising
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LLM Use in Academic Writing Erodes Integrity and Pollutes Scientific Literature
Recent case. Full summary visible to registered users — sign in to read.
AI-Enabled Malware and Hacking Identified as Operational Threat
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Lethal Autonomous Weapons Raise Accountability Gap in Defence AI Governance
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Deepfake Technology Enables Large-Scale Deceptive Content Creation
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AI Decision Delegation Strips Human Autonomy in High-Stakes Contexts
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Unintended AI Failure Modes and Developer Liability
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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