What I Learned Scaling FasterOutcomes from 0→1
Building an AI legal tech platform from scratch in 12 weeks taught me lessons about product-market fit, team building, and shipping production LLM systems fast.
CTO at FasterOutcomes | Author of "The AI-Powered CTO" | 25+ Years Scaling Engineering Teams
I joined FasterOutcomes as part-time CTO in March 2024 with a challenge: build an AI legal tech platform from scratch in 12 weeks. We shipped the MVP on schedule.
Today, we're at $50K-$200K MRR with enterprise customers and preparing for Series A. I went full-time in June 2025 to scale our engineering team from 3 to 15+ engineers.
Building award-winning systems from startups to global platforms
Award-winning AI decision engine serving Uber's global privacy operations. Built production LLM system processing 1,000+ daily decisions with 60% time savings.
Built AI legal tech platform from 0→1 in 12 weeks as part-time CTO. Achieved product-market fit with enterprise customers, transitioned to full-time CTO in January 2026.
Led GenAI consulting practice helping multiple enterprise clients ship production AI systems.
A comprehensive guide for technical leaders building AI-first companies from 0→Series A. Based on real experiences scaling FasterOutcomes, building award-winning systems at Uber, and 25+ years of engineering leadership.
Topics include: Building production LLM systems, scaling engineering teams, AI-powered productivity, technical decision-making, and the journey from startup to Series A.
Thoughts on building production AI systems, scaling engineering teams, and AI-powered leadership
Building an AI legal tech platform from scratch in 12 weeks taught me lessons about product-market fit, team building, and shipping production LLM systems fast.
Moving from POCs to production LLM systems requires different thinking. Here's what I learned building ELLE at Uber and FasterOutcomes MVP.
From 2024-2025, I ran 3 parallel contracts simultaneously. Here's what worked, what didn't, and why I chose to go all-in as full-time CTO.
I'm currently CTO at FasterOutcomes, an AI legal tech startup preparing for Series A. I joined as part-time CTO in March 2024, built the MVP in 12 weeks, and went full-time in June 2025 to scale the company from early revenue to Series A.
Before FasterOutcomes, I spent 4 years as Solution Architect at Uber, where I built the award-winning ELLE AI Decision Engine—a production LLM system serving Uber's global privacy operations.
My 25+ year career spans enterprise architecture at Canada Life and TD Bank, technical leadership at Home Depot Canada, and now startup CTO. I've consistently focused on one thing: building production AI systems that scale.
I hold an M.Sc. in Management and B.Sc. in Computer Software Engineering from AmirKabir University. I live in Aurora, Ontario with my family. When I'm not building AI systems, I'm writing "The AI-Powered CTO" (launching end of 2026) and sharing insights with my 13K+ LinkedIn followers.
Open to exceptional opportunities in AI leadership, speaking, and advisory roles
Speaking: Available for select speaking engagements on AI leadership, production LLM systems, and scaling engineering teams.
Advisory: Open to board and advisory opportunities at AI-first companies.