I'm an AI Automation Consultant and GenAI Engineer based in Bengaluru. I work with SMEs and early-stage startups that need AI systems built properly — deployed on real infrastructure, compliant with Indian data regulations, and handed over with documentation their teams can actually use.

Most AI projects fail between the demo and production. The model works fine in a notebook. It doesn't work fine when it's handling real user data at scale, at 2 AM, with no one watching. I've built enough of these systems to know exactly where they break — which is why every architecture decision I make starts with what happens the week after launch, not what looks good in a presentation.

I take on a small number of engagements at a time. You work directly with me — not a project manager relaying requirements to a developer you never speak to. Each project is scoped clearly, built to a production standard, and delivered with full documentation and a genuine handover. If I'm not the right fit for what you need, I'll tell you that upfront.

My technical focus is on systems that combine retrieval accuracy, compliance, and operational reliability — hybrid RAG with SPLADE sparse retrieval over Qdrant, LangGraph-orchestrated multi-agent workflows, Presidio PII redaction at both input and output layers, and deployments that pass legal review in India's regulatory environment. I care about those details because your enterprise clients will ask about them.