Google's AI Optimization Guide and What It Means for How You Build
Google published their official guide to optimizing for generative AI features in Google Search. Here is what it covers and what it means for your growth system.
The $725B Signal for Early-Stage Companies
$725B in AI infrastructure is being laid right now. Why early-stage companies that build on top of it before the window narrows are the ones that compound.
The Funnel You Are Building For Has Already Changed
Buyers research in ChatGPT and Perplexity before visiting your site. How to build your agent stack for the AI layer above your funnel before it starts costing you.
How One Marketer with an Agent Stack Replaces a Department
The roles are still real. The headcount requirement is not.
How AI Agents Work at Every Stage of the Funnel
A connected agent stack shares intelligence across every funnel stage and compounds with each cycle. How the architecture works from top of funnel to lifecycle.
The Economics of Timing in Customer Acquisition
LTV:CAC ratios measure magnitude, not timing. Why CAC payback period determines whether your growth model is sustainable or dependent on outside capital.
Growth Engines That Endure: When Growth Becomes Infrastructure
How attribution, velocity, and margin of safety align over time to build growth systems that compound, adapt, and endure without constant intervention.
Margin of Safety, Attribution & Growth Engines That Scale
How conservative unit economics and tight attribution build growth systems that stay intelligible and keep scaling as complexity increases.
Attribution: Preserving Causality as Systems Scale
Learn how to design attribution into your funnel from the start so decisions stay grounded in evidence as complexity and spend increase.
Growth Velocity: Time as a Measure of System Health
Velocity measures how fast your growth system learns — the time between input, feedback, and adjustment that determines whether growth compounds or stalls.