Blog
Things I think about: AI products, growth, voice interfaces, and building from zero.
I Evaluated 8+ Voice AI Vendors and Here's What Actually Matters
A practical breakdown of what to look for when choosing voice AI infrastructure for production applications.
Personalization Didn't Get Creepy, It Got Boring
Why most personalization engines deliver mediocre results and what it takes to build ones that actually work.
When AI Fails, It's Rarely Because the Model Was Wrong
Most AI products fail at the integration layer, not the model layer. Here's what that means for product managers.
Building a Product Vision
How to create a product vision that actually guides decisions, not just fills a slide deck.
When AI Stops Assisting and Starts Deciding
The shift from AI as a tool to AI as a decision-maker, and why product managers need to think about this now.
Duolingo's Growth: PM Lessons
What product managers can learn from Duolingo's growth playbook and experimentation culture.
AI's Green Dilemma
The environmental cost of training and running AI models, and what the industry should do about it.
Machine Learning IS for Everyone
Breaking down the barriers to entry in machine learning and why it's more accessible than you think.
Skills Needed to Be a Data Scientist
A practical guide to the skills that actually matter when starting a career in data science.