Feb 2025 – Present · 1 yr 2 mos

• Analytics platform powered by LLMs and Agents.
• Prototyping (Replit, v0, Bolt, Lovable, Cursor)
• Agent architecture & orchestration (LangGraph)
• Evaluations
• Prompt engineering (user, system, LLM as judge)
• Memory (working, short term, long term)
• Semantic layer
• Unstructured data (entity extraction, chunking, retrieval)

Apr 2024 – Present · 2 yrs · Toronto, Ontario, Canada

Mar 2024 – Dec 2024 · 9 mos · Toronto, Ontario, Canada

Jan 2024 – Present · 2 yrs 3 mos

• Angel investor/advisor in Arma Biosciences, MOORvision, Hyperspell (YC F25)

Jan 2023 – Feb 2025 · 2 yrs 1 mo

Aug 2022 – Jan 2023 · 5 mos

Jan 2021 – Aug 2022 · 1 yr 7 mos

• Leading the development, GTM, and growth of world-class Explainable AI (XAI), Responsible AI, Automatic Documentation, and Machine Learning Operations (MLOps) products.
• H2O.ai is the leading AI cloud company, on a mission to democratize AI for everyone. Customers use the H2O AI Hybrid Cloud platform to rapidly make, operate and innovate to solve complex business problems and accelerate the discovery of new ideas.

Jan 2021 – Jan 2021 · 0 mo

Apr 2020 – Aug 2020 · 4 mos · Toronto, Ontario, Canada

• Instructor at BrainStation's Toronto campus. Come learn with me!

Jan 2020 – Jan 2021 · 1 yr · Toronto, Ontario, Canada

Jan 2020 – Jan 2021 · 1 yr

Jan 2019 – Jan 2020 · 1 yr

• Kasisto's conversational AI platform, KAI, enables companies to engage and transact with their customers via intelligent conversations powered by smart bots and virtual assistants.
• Product vision & strategy
• Product processes
• NLP/NLU platform
• Pre-built applications
• Managed services

Jan 2018 – Jan 2019 · 1 yr · New York City Metropolitan Area

• Founded a peer-to-peer investment management platform for alternative assets (e.g. cryptocurrencies).
• Recruited a team (engineering, design, operations) and built out an alpha product used for investment management. Took the product to market, and received very positive feedback from alpha users. Put the project on hold due to (a) price volatility (b) opaque regulations.
• Filed for a provisional patent (62772921) with USPTO "Peer-to-Peer Investment Management".

Jan 2017 – Dec 2018 · 1 yr 11 mos · Greater New York City Area

• Clarifai is an artificial intelligence company that excels in visual recognition, solving real-world problems for businesses and developers alike.
• Areas of focus: Product Strategy + Technical Product Management
• Products:
• Custom training platform
• Search (visual + concept)
• Pre-built models
• On device (mobile) SDK
• Video predictions
• Explorer UI
• API as a product
• Knowledge graph
• Content Moderation end-to-end Solution
• Face recognition
• Image labeling-as-a-service

Aug 2015 – Jan 2017 · 1 yr 5 mos

• Created a new digital strategy, including user research, persona development, and content strategy
• Developed a brand new demo experience, allowing users to get acquainted to the Watson IoT platform, which increased the average session time
• Defined the IoT-Blockchain use case by leveraging design thinking approach, and built the flagship demo for the product
• Designed an online educational platform (MOOC) for internal & external users, increasing usage/productivity of developers
• Developed a SaaS-based asset tracking product for customers in the logistics/transportation industry

Apr 2015 – Jul 2015 · 3 mos

• Fast-tracked promotion to Sr. Consultant.
• Selected work include:
• Firm development: Championed the national strategy for Social Analytics (growth initiative); built a sales pipeline and business cases in the fields of customer acquisition, customer retention and campaign sentiment.
• Major Canadian bank: Co-led a sales deal for a complex, enterprise-wide Cloud solution.
• Canadian insurer: Led research and analysis to understand best practices for establishing a master data management team.

Jul 2013 – Mar 2015 · 1 yr 8 mos

• IBM Global Business Services provides business and technology services to clients across all industries.
• Selected engagements include:
• Major Canadian Bank: operational assessment of a contact centre to reduce complexity and increase efficiency
• Major Canadian Bank: strategic advisory for Master Data Management solution and high-level roadmap to meet analytic requirements
• Major Canadian Bank: detailed design of an application for an Interactive Voice Response
• Banking: business case to cross sell and up sell to retail banking customers leveraging advanced analytics
• Canadian Insurance Company: business case development of a digital and analytics strategy
• Global Retailer: business case on improving in-store customer experience and up selling using digital channels and analytics
• Major Canadian Bank: business case for developing Solution as a Service on Cloud to identify most profitable customers

May 2011 – Aug 2012 · 1 yr 3 mos · Greater Toronto Area, Canada

• Bombardier Aerospace is the world’s third largest aircraft manufacturer in the world with revenues totalling $8.6 billion in 2011.
• Responsible for managing large and small-scale capital projects, from inception to execution (engineering, design, procurement, implementation)
• Coordinated with consultants, front-line workers, managers, skilled tradesmen, contractors to finish the job on time and under budget
• Monitored department's performance and recommended projects for areas of improvement

May 2010 – Aug 2010 · 3 mos · Greater Toronto Area, Canada

• Initiated a project and conducted the initial research to implement an anti-calendar for the Faculty to allow students to gain insight on potential courses and/or professors.