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Girish Hb

Girish Hb

Senior AI Security Architect with 11+ years in SOC, AI/ML security, and enterprise governance

Talent
ChennaiMember since May 19, 2026
LLM Threat ModelingAdversarial ML DefenseSanctioned AI Model CatalogAI ComplianceMicrosoft Defender for CloudAzure Policy AutomationMicrosoft Entra IDPIMConditional AccessMicrosegmentationEU AI Act ComplianceNIST AI RMFMicrosoft Defender for EndpointDigital Forensics
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LLM Threat ModelingAdversarial ML DefenseSanctioned AI Model CatalogAI ComplianceMicrosoft Defender for Cloud

About

Senior AI Security Architect with 11+ years in SOC, AI/ML security, and enterprise governance. Led AI security solutions, frameworks, and threat detection, reducing MTTR by 60% and false positives by 45%. Expert in LLM threat modeling, RAG pipelines, and AI compliance.

Experience

Lead Security Architect - Cloud & AI Security | SOC Lead at Lennox International (Fortune 500 HVAC) (2024-08 – Present)

  • Built enterprise AI Security governance and policy standards covering LLM threat modeling, Generative AI security, adversarial ML defense, and RAG pipeline hardening - aligned to OWASP LLM Top 10, NIST AI RMF, and ISO 42001; secured all enterprise GenAI deployments.
  • Engineered production RAG pipeline on Azure OpenAI GPT-4 + Azure AI Search integrated with Splunk ES and Sentinel - automated alert triage, reducing investigation time from 5 minutes to 90 seconds (70% efficiency gain) through AI-powered automation.
  • Designed prompt injection prevention controls, model integrity verification workflows, and poisoning mitigation playbooks; integrated AI security telemetry into Sentinel and CrowdStrike XDR to detect LLM misuse and data exfiltration attempts.
  • Established sanctioned AI model catalog, shadow-AI detection workflows, and enterprise AI approval pathways aligned to AI policy, ISO 42001, and EU AI Act compliance frameworks.
  • Conducted AI security red team exercises, tested LLM vulnerabilities, and implemented output safety guardrails for enterprise AI deployments; aligned to MITRE ATLAS framework.
  • Integrated Microsoft Sentinel and Splunk SIEM; authored 40+ custom KQL analytics rules with AI-powered anomaly detection - cut MTTR by 60% and false positives by 45%; built SOAR playbooks via Logic Apps reducing manual SOC intervention by 40%.
  • Designed Azure Zero Trust with Microsoft Entra ID, PIM, Conditional Access, and microsegmentation for AI workloads ensured ISO 27001 and NIST CSF compliance across cloud and hybrid environments.
  • Operationalised Cloud Security Posture Management via Microsoft Defender for Cloud across 200+ Azure resources; enforced CIS Benchmark, NIST SP 800-53, and PCI-DSS through Azure Policy automation reduced cloud misconfigurations by 60%.

Senior Cyber Security Specialist at Ramboll (Global Engineering & Consulting) (2020-01 – 2024-08)

  • Led SOC blue team operations; developed SOPs and runbooks for security event handling, incident triage, and escalation workflows across the organisation.
  • Designed and enforced anti-phishing, spoofing prevention, and DLP policies alongside network segmentation rules significantly reduced email-borne threat exposure.
  • Defined and built SIEM detection use cases mapped to MITRE ATT&CK framework; improved detection coverage across lateral movement, privilege escalation, and data exfiltration TTPs; evaluated AI-driven security solutions for enterprise deployment.
  • Deployed and managed Microsoft Defender for Endpoint; led detection tuning and coordinated end-to-end IR lifecycle (detection, containment, eradication, recovery).

SOC Analyst L2 at Security Operations Center (2016-01 – 2020-01)

  • Performed structured triage and deep investigation of security incidents; escalated confirmed threats with forensic context and actionable remediation recommendations.
  • Helped build an internal AI-powered chatbot pre-loaded with ticket knowledge base to assist L1 analysts with faster incident classification and response guidance; early exposure to AI solutions in cybersecurity operations.
  • Executed scheduled scans across VM-phase servers; tracked findings through remediation lifecycles and reported risk posture to executive management.
  • Identified 20+ phishing & ransomware threats via Wireshark/Zeek analysis; hardened 500+ endpoints and reduced zero-day exposure by 60% through structured patch management.

Senior IT Analyst at Sutherland Global Services (2015-11 – 2016-01)

  • Monitored security alerts, performed initial triage, and escalated high-priority incidents to L2/L3 teams; maintained SLA compliance for incident response times; integrated AI-driven alert classification and automated response playbooks aligned to NIST AI RMF and ISO 27001 standards.
  • Supported deployment and configuration of endpoint protection, SIEM collectors, and vulnerability scanners; documented standard operating procedures for SOC workflows; evaluated AI security tools and RAG-based automation solutions for enterprise deployment.

Education

Master of Business Administration (MBA) in Information Security & Business Strategy – Bharathidasan University (2014)

Bachelor of Business Administration (BBA) in Administration & Information Technology – University of Madras (2011)

Skills

Senior AI Security Architect with 11+ years in SOCAI/ML securityand enterprise governance

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