AI Failure Intelligence is a structured dataset of 10,000+ real-world AI failure cases — severity scored, root cause analyzed, Built for AI researchers, red-teamers, safety teams, and LLM developers who need real failure data to build safer systems. Each case includes: → Severity & Priority scoring → Root Cause analysis → Failure Type classification (14 categories) → Recommendations & Key Patterns Available as PRO subscription or one-time Starter dataset. Also on Kaggle, HuggingFace, and Zenodo.
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Maker
📌
Hey Product Hunt! 👋
I'm Ahmed, founder of AI Failure Intelligence.
I built this because AI systems keep failing in the same ways — and nobody is tracking it systematically.
10,000+ cases later, the top patterns are:
🔐 Prompt Injection — #1 by volume
🤖 Autonomous Agent risks — fastest growing
🧠 Hallucination — massively underreported in healthcare & legal
Free sample available on Kaggle and HuggingFace.
Full dataset at aifi-project.com
Happy to answer any questions about methodology or failure patterns!