Principal Enterprise Architect, Adobe · AI Systems · Bengaluru, India

The hard part of enterprise AI isn't building agents. It's trusting them.

I design the architecture and governance that make agentic AI accountable enough to run a real enterprise — grounded in 25 years of systems that had to survive production.

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Fortune 500clients I design agentic-AI architecture and governance for at Adobe
25 yearsof enterprise systems — from engineer to Principal Enterprise Architect
Governance frameworkI authored and pressure-tested with a roundtable of enterprise architects — now the backbone of this site and its scorer

The methodology

The Agent Governance Maturity Model

Agentic AI is easy to demo and brutal to scale. Left ungoverned, every new agent adds sprawl no one can account for — decisions you can't trace, owners you can't name. This model is the way out: five stages from "shadow AI" to auditable, self-evolving governance, measured across six dimensions so you know which rung you're actually on.

Level 1

Governance on paper

Policies exist; nothing's enforced.

Level 2

Reactive

You find out after the incident.

Level 3

Defined

Standards written and followed.

Level 4

Observable

Behaviour visible in real time.

Level 5

Evolving

Governance keeps pace with the agents.

Shaped through Architecting the Intelligent Enterprise — a closed-door roundtable with 18 senior enterprise architects. This model came out of practitioners, not a podium.

Assessed across six dimensionsAgent Inventory Completeness · Decision Authority Clarity · Runtime Observability · Policy Enforcement Gap · Incident Response Readiness · Governance Evolution Speed

Measure where you stand →

Four fronts of one argument

Governance, industrialisation, the architect's role, and sovereignty aren't four interests — they're four faces of the same problem: making agentic AI accountable enough to run at enterprise scale.

Featured brief

The tool

Where does your organization actually stand?

Everyone rates their AI governance a 7 in public and a 4 in private — because no two people are measuring the same thing. The Agent Governance Assessment gives you one honest baseline across six dimensions, then shows your weakest points and the first moves to fix them. Two minutes, and a real read — not a vanity score.

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Recent

2026-10-28Published the first "State of Enterprise Agent Governance" brief — a quarterly practitioner's read on where enterprises actually stand, mapped to the five-level maturity model, with the engineering patterns to close the gap. Read the Q4 brief →
2026-10-18Published "Everyone Is Climbing Toward AI-Native. Few Have Asked What's at the Top." — on the maturity ladder's blind spot: at the top, it can't tell capability you own from capability you rent. Read it →
2026-09-24Completed the Train-the-Trainer bootcamp on Adobe's Customer Value Acceleration framework — certified to teach other architects how to anchor delivery to customer value, not just technical elegance. Wrote up why it reframed how I judge architecture. Read the essay →
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