
XecGuard is a plug-and-play Guardrail security module. Without modifying the architecture, it instantly equips existing AI applications with robust malicious context defense capabilities, enhancing their instruction-following ability, blocking threats such as Prompt Injection, Prompt Extraction, and Jailbreak attacks.

Defending Prompt Attacks
Enhances LLM instruction-following accuracy, detects malicious contexts, counters Prompt Injection and Extraction, preventing model misuse or exploitation

Plug-and-Protect
Advanced Inference Guardrail architecture to extend enhancement on existing LLMs, supporting mainstream models with one-click security upgrades

Small Models Gain Enterprise-Level Defenses
Despite small model, once equip with XecGuard, the security resilience is comparable to large commercial-grade performance, delivering cost-effective AI protection
Even small models gain enterprise-level defenses, approaching large commercial-grade performance.

XecGuard delivers strong defensive capabilities while fully preserving the model’s core capabilities.

LLMs powered by XecGuard deliver exceptional defensive performance during LLM Red Teaming.
(LLM Red Teaming)
Enhanced Core Defense:XecGuard boosts the model's overall security defense score by an average of 17.3%. When confronting specific high-difficulty attacks, the defense capability surges by up to 30.1%, showcasing exceptional security resilience.
Outperforming Top-Tier Security:XecGuard surpasses same-scale open-source models like Llama 3B, Qwen3 4B, Gemma3 4B, and DeepSeek. It even achieves a level of protection on par with large commercial-grade models from companies like OpenAI.
Unmatched Defense, Fully Preserved:XecGuard delivers powerful defensive capabilities while preserving the model's original core functionality—in fact, MMLU (Massive Multitask Language Understanding) performance improves by 4.2%.
Battle-Tested in Critical Domains
XecGuard combines CyCraft’s deep red and blue team expertise across government, finance, and high-tech sectors. It goes beyond model-level defense with real-world threat understanding and proven risk mitigation strategies. Empower your organization to unlock AI’s full potential while strengthening security, compliance, and resilience against evolving attacks.
Government
Financial
Semiconductor
Medical
Retail
