Selected Outcomes — Real Customers, Real Numbers
Shipping production systems end-to-end — UK enterprise clients, Fortune 500, solo founder products.
Manual review effort eliminated via the org's first production agentic AI workflow.
Handwritten prescriptions processed in 48 hours at a charitable healthcare event.
"Delighted Customer" awards (2012–2014) voted by UK enterprise clients for direct impact.
Featured Deployments
Full-Stack · Agentic AI · Healthcare · Ed-Tech

Agentic AI Document Review
60–80% effort reductionFirst-of-its-kind production agentic AI workflow for a Fortune 500 enterprise. Embedded with the document review team, identified that reviewers were burning significant hours per week on repetitive policy checks. Designed and shipped an event-driven pipeline: API Gateway → Step Functions → parallel Lambda tools (PDF parsing, chunk planning, classification, policy validation) → RAG grounding on AWS Kendra GenAI Index. Every output traceable via correlation IDs for compliance audits.
OmmSai — Healthcare AI Pipeline
15K PDFs · 20× fasterOpen-source Python pipeline I donated to a charitable healthcare event that needed to digitize 15,000+ handwritten prescription PDFs in 48 hours. Built with Claude Sonnet (Anthropic API), Google Drive API, ThreadPoolExecutor concurrency, and a Tkinter operator GUI so non-engineer volunteers could run it on any Windows laptop. Released publicly so other charities and clinics can reuse the pipeline.

ScholarPath
Live in productionEd-tech platform for Maharashtra MSCE scholarship exam prep, built from a gap discovered by embedding with parents and exam coordinators in the scholarship ecosystem. Parent-as-gateway model with child profiles, tiered access, and 124-test end-to-end testing plan. Generically extensible exam-category configuration enables rapid expansion to new exam verticals. Supabase MCP integration with Claude Code for AI-assisted delivery.

JapaApp
Live in productionSpiritual mantra-tracking PWA built for practitioners of Vedic disciplines. Originally architected on AWS (Lambda, RDS Proxy, Cognito JWT, SAM) before owning the platform-migration decision to Firebase. Implemented global admin via Firebase Custom Claims and Razorpay subscription/donation flow with tiered pricing.
How I Work
The Forward Deployed Engineer motion — same pattern across UK enterprise clients, Fortune 500, and solo founder products.
Embed
Sit with the customer — external client, internal department, or end user. Watch how they actually work.
Discover
Find the real problem. It is almost never the stated problem.
Design
Architect the solution that fits the customer's reality — their data, their systems, their team, their security posture.
Ship
Build it end-to-end. Backend, frontend, infra, security, observability. No handoffs.
Operate & Iterate
Stay with it after launch. Watch the customer use it. Iterate on what the field teaches.
Generalize
Turn one customer's win into a reusable pattern the rest of the org can leverage.
Recent Writing
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