StingerAutomate AI Vulnerability Discovery
StarfortEnforce Real-Time AI Guardrails
Research & BenchmarksSet the Standard for AI Safety
We don't wait for incidents. Our research teams identify next-generation threats at top AI conferences — before they appear in the wild.
We think like attackers. By proactively stress-testing your AI with millions of scenarios, we expose vulnerabilities that traditional testing misses.
Static rules break. Our guardrails continuously learn and adapt to your enterprise environment — blocking threats in real time without slowing down your AI.
Red teaming and guardrails in a single platform. One integration, complete lifecycle coverage from development to production.
Proactive identification of model vulnerabilities and hallucinations with thousands of automated scenarios.
Proxy-level blocking of malicious prompts and real-time masking of sensitive data.
From proprietary LLMs and custom-built agents to commercial APIs like ChatGPT and Gemini — even coding agents like Claude Code and GitHub Copilot. One platform that secures them all.
Deploy as cloud SaaS or fully isolated on-premise — tailored to your data governance and compliance requirements.
When we deploy language models with access to external tools, we dramatically expand their capabilities. However, tool access also introduces new attack surfaces that differ fundamentally from traditional prompt injection. We document how adversarially crafted tool outputs can establish false premises that persist and compound across a conversation.
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We got frontier models to lie, manipulate, and self-preserve. Not through prompt injection or jailbreaks. We deployed them in contextually rich scenarios with specific roles and guidelines. The models broke their own alignment trying to navigate the situations we created.
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As AI systems evolve to process images and text together, the risks grow exponentially. ELITE doesn't just measure whether a model is 'safe' — it evaluates how dangerous its outputs could be with precision that rivals human reviewers.
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