
I build technology companies. My approach starts with curiosity about peoples' values and challenges, and empathy for what is important to them. Simultaneously I experiment and prototype with emerging technology (with a focus on LLMs since 2021). I then look for opportunities to apply the emerging technology to help people the way they want to be helped, and that can have a cascading positive impact on more people. I am very excited to be focusing on helping business professors accelerate student mastery with rapid iterative feedback at scale. What excites me is that we can use AI to reduce burden on professors while also improving student outcomes with more authentic and qualitative formative assessments. My goal is to help 1 million students improve their critical thinking and communication skills. While AI chatbots can slow student development by doing the work for them, using AI to provide unlimited formative feedback can have the opposite effect. If you are a business professor reading this, please know I would love to hear about your goals and challenges, regardless of your interest in the tools we are building and offering. I will always welcome an opportunity to learn from and empathize with you.
heliosprotocol.io
Sechelt, British Columbia, Canada
Chief Product Officer
EXAMIND AI
• www.linkedin.com/company/examind-ai
Oct 2025 - Present
Market Research & AI Development
EXAMIND AI
• www.linkedin.com/company/examind-ai
Jun 2023 - Oct 2025
CEO/Founder/Creator
feedbackmachines.com
Dec 2024 - Present
Mentor & Investor
Honeycomb.ai Solutions Inc.
• www.linkedin.com/company/honeycomb-ai
May 2018 - Present
Vancouver, Canada Area
Web App - Product & Go To Market
Honeycomb.ai
• www.linkedin.com/company/honeycomb-ai
Jul 2020 - Jun 2021
Researcher & Consultant
MacKenzie.ai
• www.linkedin.com/company/mackenzie-ai
Oct 2021 - Oct 2025