Notes
Field notes from growth systems, AI tools, and ecommerce execution.
Practical notes for DTC founders, ecommerce operators, growth marketers, media buyers, Shopify store owners, AI builders, and indie builders.
2026-05-27
AI Is Most Useful When the Workflow Is Messy
The best AI tools for e-commerce do not replace operator judgment. They turn repeated messy workflows into structured decisions.
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2026-05-27
Creative Testing Fails Without a Taxonomy
Most teams do not lose because they lack creatives. They lose because they cannot learn which angle, hook, format, and creator actually worked.
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2026-05-27
Customer Reviews Are a Creative Research System
Reviews are not only social proof. They are raw customer language for pain points, objections, buying motivations, hooks, and ad angles.
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2026-05-27
Design the Workflow Before You Code the Tool
A practical product design frame for turning repeated operator pain into a small AI tool with clear input, output, workflow, and V1 scope.
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2026-05-27
Growth Is a System, Not Random Effort
Random effort creates motion. Systems create reusable learning, clearer decisions, and compounding execution.
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2026-05-27
Platform ROAS Is Not Finance ROAS
Platform metrics help media buyers optimize, but business decisions need order-level revenue, blended ROAS, and contribution margin.
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