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Show HN: Prompt injection detector beats ProtectAI by 19% accuracy, 8.9x smaller
ProtectAI's deberta-v3 is the most downloaded prompt injection classifier on HuggingFace. We benchmarked directly against it on Qualifire's independent dataset (excluded from our training).<p>* 91.68% vs 72.28% accuracy<p>* 95.84% vs 65.33% precision — they block 1 in 3 legitimate users<p>* 83MB vs 739MB ONNX size<p>* 101ms vs 646ms on CPU
The startup shows significant technical promise by outperforming the industry standard in AI security benchmarks, offering a faster and more accurate solution for a critical enterprise pain point. However, the lack of funding, team information, and commercial traction makes this a high-risk, early-stage technical project rather than a proven business.