- •
Activation is the highest-leverage growth lever for AI products - because AI often presents a 'blank box' problem, the team focuses on features like memory imports to help users find immediate utility.
“Activation is a really big challenge in AI. We are starting to look at how do we automate growth.”
- •
Anthropic is using AI to automate its own growth experiments - via an internal platform called CASH (Claude Accelerate Sustainable Hypergrowth), the team uses Claude to identify, run, and analyze experiments autonomously.
“Our growth platform team is driving this effort called Cache, which is Claude Accelerate Sustainable Hypergrowth. How can we use Claude to automate growth experimentation?”
- •
AI productivity gains are flipping traditional engineering-to-PM ratios - as AI tools make engineers exponentially more efficient, the organizational bottleneck shifts toward product strategy and discovery, requiring more PMs.
“The ratio of PMs to engineers might need to flip (more PMs than engineers) as AI makes engineers exponentially more productive.”