About

The operating system has an operator.

Founder & AI Systems Architect, Million Dollar AI Studio. Toronto, ON, Canada. Canadian permanent resident; no sponsorship required.

Biography

A cross-continental route

The through-line is operations + finance + data, across two continents, compounding into AI systems architecture.

Origin

India

BBA at GLS University (2015-18). Early roles: Customer Success at Startup Village; Project Manager at Eswasthya (2016-17, +25% brand visibility, exceeded revenue targets by 20%); Market Research Analyst at Moodcafe (2017-18). Then the analytical turn: PG Diploma Data Science at IIIT-Bangalore (2018-19) and PG Diploma Business Analytics at Gujarat University (2018-19).

2019

The crossing

Emigrated to Toronto, Canada.

Reconstruction

Canada

PG Diploma Business Analytics (Seneca, 2019-20) and Financial Technology (Seneca, 2020-21). Operations Supervisor at The Beer Store (2020-25, the operational spine of these years, 10+ staff). Banking Advisor at RBC (2021-22). Senior Benefits Analyst at TELUS Health (2022-present; promoted June 2025).

Present

The studio

Founder & AI Systems Architect, Million Dollar AI Studio (Dec 2024-present): builds and operates AI systems and products as a one-person company run by a system.

Experience

Full record

December 2024 - Present

Founder & AI Systems Architect | Million Dollar AI Studio

Toronto, ON (Remote)

  • AI Systems Architecture: designed VCOS/MIDAS operating models for multi-agent work - specialized departments, routing rules, quality gates, knowledge capture, and deterministic-first execution paths for building and operating SaaS products.
  • Agentic Workflow Design: built workflows connecting LLMs, tools, APIs, state, approval gates, and documentation into repeatable business processes (Claude, ChatGPT/GPT-5.5, Gemini, n8n, Firebase, FastAPI, React, custom integrations).
  • Governed Automation: designed AI workflows with explicit human-in-the-loop checkpoints, data-sensitivity rules, owner handoffs, and audit-friendly documentation.
  • Full-Stack AI Products: shipped end-to-end AI applications (Astro, Prep/Chem, Pathway/ATLAS, JobFlow) - architecture, data models, backend services, UX, testing, deployment planning.
  • Spec-Driven Delivery: converted product strategy, user stories, domain constraints, and QA requirements into implementation-ready specs, tests, checklists, and release notes.

August 2022 - Present (promoted June 2025)

Senior Benefits Analyst | TELUS Health

Toronto, ON

  • Data Analysis & Reconciliation: systematic feed checking across payroll, carrier, and premium statement data; reconciliations for financially sensitive benefit portfolios; Tier 2 escalations.
  • Process Improvement: workflow optimizations in premium collection and over-age dependent certification, reducing manual intervention and improving turnaround.
  • Enterprise Operations: benefits administration for complex enterprise clients - HRIS feed processing, enrollment workflows, adjudications, reconciliations, compliance reporting.

May 2020 - April 2025

Operations Supervisor | The Beer Store

Toronto, ON

  • Operations Leadership: supervised daily operations and a team of 10+; scheduling, payroll, inventory for a high-volume location.
  • Performance Analysis: analyzed sales data to optimize performance and profitability; supported exceeding quarterly targets.
  • Customer Experience: initiatives that reduced wait times and improved service consistency.

Education

Credential stack

PG Diploma, Financial Technology

Seneca College, Toronto - 2020-2021

GPA 3.60/4.00

PG Diploma, Business Analytics

Seneca College, Toronto - 2019-2020

GPA 3.40/4.00

PG Diploma, Data Science

IIIT-Bangalore, India - 2018-2019

GPA 3.54/4.00

PG Diploma, Business Analytics

Gujarat University, Ahmedabad - 2018-2019

GPA 8.00/10.00

BBA, Business Administration

GLS University, Ahmedabad - 2015-2018

GPA 6.89/10.00

Google Data Analytics Professional Certificate

Google, Certification - 2021

Professional certificate

Skills

Operating surface

AI & LLM

Claude, ChatGPT/GPT-5.5, Google Gemini, Google AI Studio, Perplexity; prompt engineering, RAG design, agent workflows, multi-agent orchestration, deterministic-first systems.

Engineering

Python, TypeScript/JavaScript, React, Next.js, FastAPI, SQL/MySQL/PostgreSQL, Supabase, Firebase, REST APIs, Git/GitHub.

Automation

n8n, Zapier, webhooks, MCP, Claude Code, custom skills/plugins, API integrations, workflow documentation.

Cloud & Delivery

Vercel, Railway, Docker, Tauri v2, CI/CD basics, QA checklists, monitoring and release discipline.

Analytics & Ops

Excel (advanced), Tableau, SAP, HRIS systems, data visualization, reconciliation, benefits administration.

Frameworks

RAG architecture, multi-agent orchestration, deterministic-first systems; familiarity with LangChain, AutoGen, CrewAI, LlamaIndex patterns.

Studio

Million Dollar AI Studio

Million Dollar AI Studio is a one-person, self-bootstrapping deterministic AI operating company in Toronto. It builds the operating system for AI-native service companies: AI is the governed brain for judgment and orchestration; deterministic software is the body for execution (workflows, rules, dashboards, automations, QA gates); a human approval layer governs anything high-risk. Internal architecture: a CEO.md kernel + execution ledger + the VCOS (a 13-department operating model) + the MIDAS build methodology, improving through verified runs. Status: pre-launch; revenue and product proof outrank infrastructure.