Profile

I help enterprises become AI-first — safely, at scale, and with measurable ROI. As an Enterprise Architect and AI Chapter Lead at IBM, I translate business goals into production-grade AI systems, from GenAI and LLM adoption to MLOps, AI observability, and responsible-AI governance.

A global technology leader with 18+ years across enterprise architecture, AI/ML enablement, cloud modernization, cybersecurity, and DevOps. I bridge executive strategy and hands-on delivery — defining AI roadmaps, standing up MLOps, and embedding ethical-AI standards that regulators and boards trust. Global delivery across APAC, UK, US, and Africa.

Impact Highlights

30%
Faster AI time-to-value
90%+
Cloud-migration success
40%
Shorter release cycles
25%
Faster incident resolution

Professional Experience

Enterprise Architect (AI & Infrastructure) · AI Chapter Lead

Jun 2023 – Present

IBM India Pvt Ltd · Bengaluru, India

Driving enterprise-wide AI strategy, architecture, and adoption — translating business goals into production-grade AI systems across cloud, data, and security.

  • Defined enterprise AI product strategy, roadmaps, and epics — reduced AI project time-to-value by 30%.
  • Spearheaded GenAI, LLM, and agentic-AI adoption with Watsonx.ai, crew.ai, and IBM Bee — enterprise chatbot ecosystems, knowledge-discovery platforms, and cognitive workflows.
  • Led the full AI/ML lifecycle (PoC → training → deployment → MLOps → monitoring) and built AI observability frameworks with Responsible-AI standards (bias, explainability, auditability).
  • Architected modernization blueprints across cloud-native, microservices, security, and compliance; guided platform evaluations across Watsonx, Vertex AI, and SageMaker.
Watsonx.aiMLOpscrew.aiKubernetesOpenShiftServiceNowTOGAFAIOpsCI/CD

Lead Infrastructure Engineering

Jun 2022 – Jun 2023

Wells Fargo · Bengaluru, India

Led infrastructure engineering for distributed, cloud-native applications across SRE and RiskOps — AIOps, risk scoring, and vulnerability management at enterprise scale.

  • Drove agile DevOps transformation (Jenkins, Ansible, AppDynamics, Splunk, ServiceNow) — achieving 25% faster incident resolution.
  • Implemented cloud security and automation orchestration across critical distributed applications.
  • Led cross-functional SRE and RiskOps squads aligned to Scrum, Kanban, and SAFe.
JenkinsAnsibleAppDynamicsSplunkServiceNowAIOpsKubernetes

Manager, IT & Agile Coach

Jul 2021 – Feb 2022

Koinonia Technologies · Singapore

Led agile transformation and automation for a 15+ engineer organization, modernizing delivery and cloud operations.

  • Migrated application stacks to AWS — improved platform reliability and reduced OpEx by 12%.
  • Drove automation with Terraform, Ansible, and ETL pipelines.
  • Designed risk-management and cybersecurity practices meeting GDPR and ISO 27001.
AWSTerraformAnsibleETLGDPRISO 27001

Manager, IT

Apr 2017 – Jun 2021

Klesis Global Pvt Ltd · Bengaluru, India

Owned multi-tenant SaaS/CaaS architecture and multi-cloud migration programs.

  • Led multi-tenant SaaS/CaaS deployments and cloud migrations across AWS, Azure, and GCP.
  • Cut release timelines by 40% through deployment-pipeline automation.
  • Built compliance frameworks (GDPR, PCI-DSS) and security practices with Prometheus, ELK, Kubernetes, Docker, and Jenkins.
AWSAzureGCPKubernetesDockerJenkinsPrometheusELK

Earlier: Hewlett Packard Enterprise — IT Manager (ArcSight SIEM, endpoint security) · Independent Consultant — Infrastructure, Cloud & Security (UK, USA, Asia, Africa) · Murdoch Children's Research Institute, Melbourne — Sr. Bioinformatics Officer · Genotypic Technology — Bioinformatician & Network Administrator.

Let's build AI-first — safely and at scale

Open to Enterprise Architecture and AI / technology leadership roles worldwide.

Email meConnect on LinkedInCallDownload résumé