LLM Red-Teaming in Production: Threat Models for Enterprise Generative AI Deployments
Adversarial prompt injection, training-data exfiltration, and model supply-chain attacks — threat modeling patterns for security teams.
Secure Your
Organization,
End-to-End.
From 24/7 SOC operations and managed security to expert advisory and security talent — XYBERU defends enterprise and regulated environments against modern adversaries.
XYBERU VULNERABILITY SCANNER
▌> xyberu-scan --target enterprise --deep
> scanning...0%
200+
Organizations Secured
500+
Security Assessments
40+
Certified Professionals
Cybersecurity Services
SOC Services
24/7 security operations delivered the way you need them — SOC as a Service from our platform, an on-site SOC at your facility, or a managed SOC running on your existing investment.
Learn more →Managed Security Services
Full-stack security technology, deployed and operated: SIEM and SOAR, endpoint security (EPP, EDR, XDR), network security (Firewall, NDS, NAC), WAF, email security, IAM, and cloud security (CNAPP, CSPM, CWPP).
Aligned to ISO/IEC 27001, ISO/IEC 27701, SOC 2, NIST Cybersecurity Framework — internationally recognized frameworks, with no single-country regulatory dependency.
Learn more →Advisory & Consulting
Expert guidance across the security lifecycle: VAPT, phishing simulation, security audits, solution consulting, DevSecOps enablement, and training & awareness programs.
Aligned to ISO/IEC 27001, ISO/IEC 27701, SOC 2, NIST Cybersecurity Framework — internationally recognized frameworks, with no single-country regulatory dependency.
Learn more →Talent Solutions
Security staffing without the hiring drag: on-site talent sourcing, remote talent solutions, and pre-vetted talent pooling for security roles at every level.
Learn more →ML/AI Security Solutions
LLM red-teaming, model supply-chain security, adversarial input testing, and AI threat detection for organizations deploying generative systems at enterprise scale.
Learn more →Built for Regulated Industries
Each sector has its own threat landscape and compliance surface. XYBERU delivers programs calibrated to your industry — not generalized playbooks.
Healthcare
Patient data protection, EMR and PACS security, telemedicine risk, HIPAA and NABH alignment.
12 Services →
BFSI
RBI cyber guidelines, SEBI frameworks, PCI-DSS compliance, fraud detection, and core banking security.
15 Services →
Manufacturing
OT/ICS security, supply chain risk management, and Industry 4.0 attack surface management.
10 Services →
NGO / Trusts
Donor data protection, grant compliance, and security programs calibrated to limited-resource environments.
8 Services →
From the XYBERU Research Desk
Threat Hunting at Scale: Building Hypothesis-Driven Programs for Enterprise SOCs
How structured threat hunting programs reduce mean time to detect and surface adversary TTPs that automated tools consistently miss.
Cloud Misconfiguration as Attack Surface: Patterns from 50+ Assessments
The most prevalent misconfiguration classes across AWS, Azure, and GCP, ranked by exploitability and organizational blast radius.