Artificial Intelligence
Production LLM platforms — not prototypes. Retrieval design, prompt architecture, and multi-vendor redundancy.
- Generative AI
- LLMs
- Agentic Systems
- RAG / KB Design
Mumbai, India
Software Architect • AI Solutions Architect • Full-Stack Engineer
Full stack architect and technical project manager building enterprise AI platforms, scalable digital ecosystems, and high-performing engineering organizations that deliver measurable business outcomes.
Years Experience
In technology since 1996 · 20+ in software
Enterprise Projects
Software implementations delivered
Engineering Leadership
Engineers led on one programme
AI Solutions Delivered
Claude, Azure OpenAI, Oracle AI
Platform Architectures
Business verticals unified
Automation Programs
Countries delivered across
About
Leadership meets engineering excellence.
I lead technology organizations through the work that decides whether a transformation programme succeeds: the architecture, the delivery cadence, and the people. Thirty years in, my focus is unchanged — getting working software in front of real users, then iterating until it is excellent.
In practice that has meant production AI — a self-generative chatbot platform that cut build time from weeks to minutes, and a multilingual voice-driven CX survey tool — and before that a unified ERP spanning 23 business verticals, a four-gigabyte core banking migration completed with zero data loss, and a Microsoft platform migration coordinated across 196 engineers.
I am equally comfortable writing the first prototype, defining the delivery model, or presenting architecture to an executive stakeholder. That range is deliberate — strategy that has never survived an implementation tends not to survive the next one either.
Technology is, in my case, inherited. My family's roots are in the textile industry — weaving, and the machinery behind it — where successive generations built on and improved the equipment they worked with. It is a fitting lineage: the programmable loom is the ancestor of the punched card, and the punched card of the computer. Today nearly every member of the family works in technology in one form or another. The material changed; the instinct to take the machine apart and make it better did not.
Expertise
Where strategy and implementation meet.
Six capabilities that compound — architecture decisions informed by having shipped them, and leadership grounded in the same.
Production LLM platforms — not prototypes. Retrieval design, prompt architecture, and multi-vendor redundancy.
Consolidating fragmented legacy estates into coherent platforms that survive a decade of change.
Azure-first distributed systems with the operational discipline to run them at enterprise scale.
Hands-on across the stack — still writing the first prototype when it is the fastest way to prove a design.
Turning transformation mandates into shipped products with measurable commercial outcomes.
Building and steering engineering organisations through multi-country, multi-year delivery.
Platforms & Tools
Featured Projects
Platforms built, migrations survived.
A selection of programmes where the architecture decision and the delivery outcome were the same problem.
Sonata Software
Auto-generates contextual chatbots from documents, audio, video, or text — embeddable via unique URL.
Sonata Software
Voice-enabled, multilingual survey platform with full branding customisation and AI-driven analytics.
Prophet 21 / Sonata
Cloud-based SQL table creation, push/pull data transfers, and Extended Events query monitoring without DBA privileges.
Microsoft / Sonata
Mission-critical enterprise auditing platform migrated to a modern browser-based architecture.
Alchemy System
Multi-country retail ERP with POS, multi-currency, inventory, and workflow.
Nelito Systems
4 GB core banking schema migrated from SQL Server to Oracle with zero data loss.
Career Journey
Thirty years, one direction.
From racking servers and repairing hardware to leading AI transformation — each stage built on the implementation experience of the last.
1996 — 2005
Hardware, desktop support, and on-premises server deployment
2006 — 2013
Core banking migrations and 100+ software implementations
2013 — 2017
HRMS, payroll, and multi-country retail ERP
2018 — 2020
Unified ERP across 23 business verticals
2020 — 2026
Self-generative chatbot and CX platforms
Experience
Nine companies. Four countries.
The full record behind the arc above — roles, mandates, and what actually shipped.
2020 — 2026
Bangalore, India
Sonata Software Ltd.
AI platform R&D and large-scale Microsoft delivery — including a 196+ engineer WPF→Angular migration.
2019 — 2020
Coimbatore / Hyderabad, India
Focus Prism Pvt. Ltd.
2018 — 2019
Sudan
Golden Arrow
Promoted from SQL Programmer to Acting Group IT Manager.
2015 — 2017
Mumbai, India
Alchemy System Pvt. Ltd.
2014 — 2015
Mumbai, India
Questec Consultancy
2013 — 2014
Mumbai, India
Osource Global
2008 — 2013
Bhiwandi, India
BasePro
2006 — 2008
Mumbai, India
Nelito Systems Ltd.
Recommendations
Written recommendations from engineers, project managers, and stakeholders I've worked with across nine companies.
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Enterprise AI, platform modernisation, and engineering leadership. Based in Mumbai, comfortable across global time zones.