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Field notes

Notes on building, shipping, and selling software.

Opinionated playbooks, teardowns and lessons from live engagements. Written by the people actually doing the work. No buzzwords, no thought-leadership fluff.

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AI10 min read

Generative AI for e-commerce: 7 high-ROI use cases beyond product descriptions

Past the AI product description hype: seven generative AI use cases we actually ship into stores, with the metrics each one moves and the order to attack them in.

Daniel OkaforApr 18, 2026
AI12 min read

Building an AI shopping assistant with RAG: a practical, production-ready guide

Past the chatbot demo: how to design, build and run a real AI shopping assistant on your catalog and policies. The architecture, the failure modes, and the evals that keep it from embarrassing your brand.

Daniel OkaforMar 27, 2026
E-commerce11 min read

Shopify vs headless commerce in 2026: how to choose without regretting it

Shopify, headless, Hydrogen, composable — the choices have multiplied since 2023. Here's the framework we use to pick the right architecture for a store, and the migration plan when you outgrow your current one.

Adil RehmanFeb 28, 2026
E-commerce10 min read

E-commerce SEO in the age of AI search: ranking on Google, ChatGPT and Perplexity

Google traffic is changing, AI Overviews are eating the SERP, and ChatGPT, Perplexity and Claude are returning your products in answers. Here's how to rank in all of them — without rebuilding your SEO from scratch.

Mia ChenFeb 6, 2026
E-commerce9 min read

The Core Web Vitals checklist for Shopify stores in 2026

INP replaced FID, mobile thresholds got harder, and your apps are still the biggest reason your store is slow. The exact checklist we run on Shopify stores doing $2M+ in GMV.

Adil RehmanJan 14, 2026