Product strategy for AI
at billion-user scale
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Case Studies
Billion-user deployments
01
Instagram Calling
Meta
0 to 75% DAU750M daily users in 6 months
02
Warehouse Robotics AI
Covariant (Amazon)
72% to 85% accuracyVision AI driving acquisition
03Google
ML Infrastructure
30+ teams servedProduction model deployment
AI PM Canon
Field-tested frameworks for production AI
01
Agent Reliability Patterns
Five patterns for building AI agents that work in production
02
Memory Budgeting
Managing context windows for agents that run for hours or days
03
Latency-Learning Flywheel
How faster systems learn faster, creating compounding advantage
04
AI Product Maturity Model
Navigate the journey from prototype to production platform at scale
Strategic
Leadership
Impact
Product vision, executive alignment, and business outcomes from Google, Meta, Microsoft, and Amazon acquisition.
I also create large-scale immersive light installations for cities and Burning Man.
$500M+
Portfolio Value
Across platforms
1B+
Users Impacted
Global reach
25+
PMs Mentored
8 promoted to Senior/Staff/Director
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build
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