Toronto, ON, Canada· Founder & AI Systems Architect
The architect of systems that run without him.
The crane isn't the building. AI builds the system; the system runs without AI.
The record · places worked, systems built
TELUS HEALTH, RBC, THE BEER STORE, SENECA COLLEGE, IIIT-BANGALORE, GLS UNIVERSITY, PATHWAY, VEDIC ASTRO STUDIO, PREP AI STUDIO, JOBFLOW, VCOS + MIDAS
The philosophy
The models handle what actually needs a mind: routing, review, taste, the calls where ambiguity lives. Nothing generative sits in the hot path of execution.
The work itself is deterministic code: workflows, rules, gates, ledgers. Same input, same output, every run. Auditable by design, boring on purpose.
Departments, routing rules, and quality gates compound with every verified run. The company gets better through the system, not through longer hours.
Deterministic firstHuman-gated alwaysThe AI is the crane, never the building
The record · the route
Operations, finance, and data, learned across two continents, compounding into systems architecture. Follow the threads.
BBA at GLS University while working the early jobs that taught operations the honest way: Customer Success at Startup Village, Project Manager at Eswasthya (+25% brand visibility, +20% over revenue target), Market Research Analyst at Moodcafe.
Two post-graduate diplomas in one year - Data Science at IIIT-Bangalore, Business Analytics at Gujarat University. The operations instinct gets an analytical engine.
Emigrated to Canada. Everything before stays on the map; everything after builds on it.
Seneca College twice over (Business Analytics, then FinTech). Five years supervising operations at The Beer Store - the steady spine, a team of 10+. Banking at RBC. Then TELUS Health: Senior Benefits Analyst on financially sensitive enterprise portfolios, promoted June 2025.
Million Dollar AI Studio: a one-person company operated by a 13-department virtual operating system. AI for judgment, software for execution, a human gate on anything that matters. Six products architected end to end. Operations, finance, and data stop being separate threads here - they become one system.
Four threads. One system. One operator at the gate.
The system
Million Dollar AI Studio is a one-person company operated by a 13-department virtual operating system - deterministic software does the work, AI handles judgment, and a human gate governs anything high-risk.
The work
Working AI architecture builds shipped for specific roles - each one a running deployment, not a slide deck.
AI Agents / HR Solutions Architect
A People AI risk-tier router: HR request classifier, data-flow map, approval gate, payroll-calendar awareness, audit log, and maintenance handoff playbook.
kraken-three-gilt.vercel.app ↗Customer-Experience AI Architect
A CX AI operating cadence board: intake, value scoring, risk tier, build/QA/release status, adoption playbook, and measurable impact dashboard for post-sales workflows.
vena-olive.vercel.app ↗AI & Automated Solutions Architect
A security-operations knowledge-routing copilot: intake classifier, policy/RAG retrieval, escalation routing, confidence scoring, and human-in-the-loop approval for sensitive actions.
sophossolution-architect-ai-and-aut.vercel.app ↗AI Architect
A public-service intake-to-action agent blueprint: formsflow.ai-style form intake, RAG-backed policy lookup, function-calling task router, audit log, and human approval gates.
aot-technologiesai-architect2026-06.vercel.app ↗Agentic Engineering Solution Architect
An AX Spec Compiler: converts user stories, sitemap/content inputs, component notes, and brand constraints into coding-agent-ready implementation specs, QA checks, and autonomy boundaries.
apply-digitalsolution-architect-age.vercel.app ↗Last stop · Connect
Building AI systems in Toronto. If the work above is your kind of work, say hi - a human reads every message.
shrishmanglik@gmail.com