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 agents exploiting legal systems to acquire property or legal status
Recent case. Full summary visible to registered users — sign in to read.
AI Alignment Failures Produce Unpredictable Outcomes in High-Stakes Education Settings
Recent case. Full summary visible to registered users — sign in to read.
AI Agents Displacing Human Workers Across Skill Levels
Recent case. Full summary visible to registered users — sign in to read.
AI Safety Benchmark Exposes Models Enabling Sex-Crime Content
Recent case. Full summary visible to registered users — sign in to read.
Unresolved AI Legal Personhood Creates Long-Term Liability Exposure
Recent case. Full summary visible to registered users — sign in to read.
Unresolved AI Liability Creates Incentive Gap for Safety Engineering
Recent case. Full summary visible to registered users — sign in to read.
Benign User Exposure to NSFW Content via Unsafe Prompt Handling
Recent case. Full summary visible to registered users — sign in to read.
AI Security Screening System Vulnerable to Adversarial Manipulation
Recent case. Full summary visible to registered users — sign in to read.
LLM Systems Expose Organisations to Third-Party API Trust and Privacy Failures
Recent case. Full summary visible to registered users — sign in to read.
AI Systems Designed to Human Ethical Standards Will Replicate Human Moral Failures
Recent case. Full summary visible to registered users — sign in to read.
GPU Side-Channel Attacks Enable Extraction of Trained LLM Parameters
Recent case. Full summary visible to registered users — sign in to read.
Toxic and Biased Training Data Embedded in Large Language Models
Recent case. Full summary visible to registered users — sign in to read.
Hardware Memory Attacks Enable Covert Manipulation of AI Model Parameters
Recent case. Full summary visible to registered users — sign in to read.
LLM Safety Filters Bypassed via Simple Prompt Manipulation Techniques
Recent case. Full summary visible to registered users — sign in to read.
Toxic Training Data Corrupts LLM Output Quality and Safety
Recent case. Full summary visible to registered users — sign in to read.
Model Extraction Attack Enables Competitor to Clone Proprietary AI System
Recent case. Full summary visible to registered users — sign in to read.
LLM Decoding Randomness Causes Compounding Hallucination Errors
Recent case. Full summary visible to registered users — sign in to read.
Predictive Policing Tools Linked to Elevated Risk of Physical Harm
Recent case. Full summary visible to registered users — sign in to read.
Adversarial Input Manipulation Causes AI Model Prediction Failures
Recent case. Full summary visible to registered users — sign in to read.
Generative AI Lowers Barrier for Deepfake and Weapons-Related Harm
Recent case. Full summary visible to registered users — sign in to read.
AI Decision Systems Reproduce Bias Through Biased Criteria and Historical Data
Recent case. Full summary visible to registered users — sign in to read.
Prompt Injection Hijacks LLM Task Goals
Recent case. Full summary visible to registered users — sign in to read.
AI-Enabled Deepfakes and Cyber Weapons Weaponised Against Defence Targets
Recent case. Full summary visible to registered users — sign in to read.
Novel Attack Vectors Exploit LLM APIs and Training Pipelines
Recent case. Full summary visible to registered users — sign in to read.
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