Current focus area
Scaling AI from Pilots to Production
I help teams move AI from experiments to production systems that improve revenue, cost, or speed. My focus goes beyond the latest in-vogue AI models to build practical operating models, reliable delivery, and teams that can ship.
I don't just write about frameworks — I build them so you can interact with them. These are live, explorable pieces where the thinking becomes something you can play with.
Why AI tools alone don't boost productivity — and the 3-layer rule that fixes it. Simulate the quality gap between replacing vs. executing your thinking.
Try it Interactive SliderDrag a Speed vs. Control slider and watch every layer of your AI platform shift between build and buy in real time. Architecture decisions, visualised.
Try it Interactive GraphLLM-first for discovery, deterministic-first for scale. An interactive graph showing how time spent and process complexity shape LLM usage at scale.
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Years in technology, engineering, and strategy
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Published insights across AI, org design, and emerging tech
Covered by Economic Times
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Countries worked across
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Industries worked across
🇮🇳 🇺🇸 Helping organizations move AI from pilots to production using clear architecture, operating models, and measurable outcomes.
🇮🇳 🇺🇸 Led product and engineering teams as CTO / Head of IT, owning roadmap, delivery, and team growth.
🇸🇬 🇮🇳 🇬🇧 Led partnerships and value-added sales for R3's enterprise blockchain platform.
🇮🇳 🇺🇸 🇸🇬 🇸🇦 Led consulting engagements across regions and expanded work in technology strategy and blockchain programs.
🇮🇳 🇺🇸 Completed MBA from SPJIMR and UT Austin, Texas before transitioning into strategic consulting roles.
🇮🇳 🇨🇭 🇩🇪 Worked on enterprise data programs spanning data architecture for SAP ecosytem and managed 10-member offshore team.
Strategic capabilities and operating strengths directly reflected in your published portfolio.