Reliability engineering breaks down when it can't be measured. I've spent my career building the frameworks that fix that — developing original methodologies that help enterprises move from reactive incident management to autonomous, AI-driven reliability operations.
The MK Scoring Framework, now a global training standard at the world's largest financial institution, gives organizations a structured, objective way to assess SRE maturity, surface high-risk gaps automatically, and prioritize action without instinct.
I publish at IEEE, ACM, and Springer Nature, speak at Fortune 500 summits, and author Enterprise Digital Reliability — because advancing the field means contributing to it beyond the enterprise, not just inside it.
Who I Am
AI Impact on the Future of Software Engineering - Tech Motion
Watch the video on the industry panel discussion on AI and its impact on software...
Recent Speaking Engagements
SRE, the New Norm - 2024 Developers Cloud Conf.
With developers including developer of the first Apple iphone, the session went into SRE culture in top tech...
Reliability in Data Engineering - Newt Global
How an Observability data lake changes the way the monitoring influences MLOps and IT Ops...
SRE Compliance and AIOps Implementation
Services
Most AIOps implementations fail not because the AI is wrong — but because the underlying observability data isn't clean, structured, or decision-grade enough to act on.
This is the problem I work on: designing the data architecture and compliance frameworks that make AI-driven reliability operations actually viable at enterprise scale. That means instrumenting systems to collect the right telemetry, scoring compliance across the full SRE maturity spectrum, and building the feedback loops that let automation act — not just alert.
The question I bring to every engagement: is your infrastructure ready for AI to make decisions on it — or are you still building the foundation?
Media Recognition
I have had the opportunity to work on a diverse range of projects, each presenting unique challenges and opportunities for growth. Some of the references of my work in media...
Indian Express
Eenadu
Devdiscourse
SRE Framework Services:
Establishing SRE practice from the ground up with framework and guidelines for an enterprise
Performing comprehensive gap analysis for the reliability issues in a software platform
Implementing Observability cost-effectively
Performing FMEA (Failure Mode Effect Analysis) and implementing Chaos engineering
Toil Reduction through automation and reducing Signal to Noise ratio
Blameless Postmortems and Root cause analysis
Implement Live Site Reviews and Production Stability Reviews
SRE Scoring for Systems to define health of user flow (customer journey)