I'm the rare mix of deep banking & BFSI operations, hands-on AI business analysis, and founder-level product ownership. I take a business problem, shape it into clear requirements and dashboards, and turn it into AI that actually ships — most recently as founder of Nikat AI.
My academic grounding in Banking & Finance from Manipal Academy of Higher Education, paired with years on the branch floor and in analytics teams, taught me to sit comfortably between stakeholders and engineers. I gather requirements, map processes, write the BRD/FRD, run UAT, and make sure what ships actually solves the problem.
Today I focus on AI-enabled automation — document intelligence, AI assistants and workflow tooling — and I'm building Nikat AI, a verified hyperlocal community platform that brings trusted local discovery and AI to Indian neighbourhoods. I'm also a published author, writing across AI, current affairs and fiction.
Nikat AI is India's AI-powered trusted neighbourhood intelligence network — a verified hyperlocal platform where residents, RWAs, local vendors, MSMEs, creators and brands can discover, connect and transact with people they can actually trust.
It replaces noisy WhatsApp groups and word-of-mouth with a verified local trust and discovery layer, powered by an AI assistant that answers local questions, recommends trusted providers and helps newcomers settle into an area. As founder, I lead the product, requirements and AI features end to end.
Most people bring one of these. My edge is combining regulated-industry rigour with the ability to analyse, build and ship AI — and to own it as a founder.
10+ years inside banking, wealth and operations — I understand compliance, customer journeys and how regulated businesses really run.
Requirements, BRD/FRD, user stories, UAT and process mapping that translate business needs into precise, buildable specs.
Generative AI, agents, RAG and automation applied to real problems — not demos, but solutions that reach production.
As founder of Nikat AI, I own product end to end — strategy, roadmap and delivery — with skin in the game.
The disciplines I design, analyse and ship with — from conversational AI to computer vision — turning business problems into working AI solutions.
Assistants that hold context and give reliable, business-ready answers.
Agentic workflows that plan, use tools and complete multi-step tasks.
Data, features and models built around honest, measurable evaluation.
Neural network architectures applied to real business and product problems.
Computer vision that locates and identifies what matters in an image.
Language understanding, embeddings and retrieval-augmented generation.
Led requirement discovery for 4+ AI automation initiatives; documented 40+ functional requirements, prepared 60+ UAT scenarios and built KPI dashboards covering 10+ operational metrics.
Gathered and structured requirements across customer onboarding, lead management and reporting; analysed 6+ workflows and closed 30+ recurring operational action items.
Supported digital banking and CRM transformation; ran 25+ requirement sessions, mapped AS-IS/TO-BE for 5+ processes and prepared 50+ UAT test cases.
Managed customer-facing operations across liability products, PMS, AIF, mutual funds and insurance — building the BA foundation of requirement understanding and customer-journey analysis.
Explore the full set on GitHub — the work below reflects the AI, automation and analytics initiatives I focus on.
Extraction and validation pipeline that reads business documents, classifies them and flags exceptions for review.
Context-aware assistant that answers operational questions and drafts summaries from internal data.
Power BI dashboards tracking turnaround time, productivity and exceptions for faster operational reviews.
Retrieval-augmented assistant that answers questions grounded in a private document set with cited sources.
This self-contained site — dark cinematic hero, live neural-network canvas and a full service-request flow.
Browse the complete collection of experiments, tools and projects on my GitHub profile.
Beyond analysis and building, I write — across AI and technology, current affairs, and fiction. My books turn hard-won experience and research into something practical and readable. Available on Amazon.
Practical frameworks, applications and innovations — a hands-on journey into creating intelligent, environment-aware AI systems for modern challenges.
Buy on AmazonBuild, manage and optimize databases with ease — from design and normalization to query performance, security and real-world best practices.
Buy on AmazonA step-by-step guide to using AI for personalized fitness planning — and an honest look at where human expertise still wins.
Buy on AmazonAn unflinching look at India's transformation — economy, federalism and identity — asking the hard questions about the road ahead.
Buy on AmazonIn a coal town built on secrets, a determined inspector and his partner uncover corruption that runs deeper than the mines themselves.
Buy on AmazonA gripping saga of power, betrayal and dark family truths that pushes the boundaries of traditional storytelling.
Buy on AmazonThe same principle runs through my analysis work and Nikat AI: the problem comes before the tool.
I dig into the real business need, the users and the constraints before a single feature is discussed — so the solution solves what actually matters.
Ambiguity is where projects fail. I turn conversations into clear requirements, acceptance criteria and process flows everyone can build against.
I bias toward working software, then validate it — UAT, feedback and dashboards — so decisions rest on evidence, not assumptions.
Manipal Academy of Higher Education
University of Allahabad
Applied data science & machine learning
GenAI, AI agents & LLMs
Design-to-development workflows
Core data science fundamentals
Process improvement & quality
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