Checkout Friction: Five Fixes Before You Scale Ads
Five Shopify checkout friction fixes before you scale ads: trust, guest checkout, shipping surprise, form pain, and script weight on the payment step.
Embeddings 101: Why Store Search Feels Dumb (and How to Fix It)
Embeddings 101 for Shopify search: why keyword search fails, how chunking and refresh cadence work, and why hybrid keyword + vector still wins.
Shipping Small Tools First: Why I Build In-Browser Utilities
Why I ship small in-browser utilities first—JSON formatters, slug tools, metafield validators—and how that path led to MetaGrid, BulkFix, and Playbook calculato
Designing an AI Support Bot That Hands Off to a Human
How to design an AI support bot that hands off to a human: confidence signals, empty retrieval, Slack/email escalation, and a Shopify-ready checklist.
Metafields vs Metaobjects: A Practical Rule of Thumb
Metafields vs metaobjects on Shopify: a practical rule of thumb for fields vs reusable content objects, references, admin UX, and when to migrate.
RAG vs Fine-Tuning: What I Actually Ship for Small Catalogs
RAG vs fine-tuning for small Shopify catalogs: why I ship retrieval for product and policy truth first, and when a fine-tune actually earns a seat.
How I Run a Client Kickoff Across Timezones From Karachi
How I run client kickoffs from Karachi across timezones: async briefs, sharp overlap hours, trust artifacts, and a first-week cadence that actually moves.
Prompt Caching: The Quietest Way to Cut Your LLM Bill
Prompt caching cuts LLM bills by reusing a stable system prefix. When cache hits beat a cheaper model — and how I structure prompts so they hit.
The Theme Tax: Why Your Shopify Store Gets Slower With Every App
Why Shopify stores slow down as you add apps: theme tax, embed scripts, Liquid weight, and the speed bill missing from most SOWs.
How Much Does an AI API Actually Cost? A Practical Breakdown
ChatGPT Plus is ~$20/seat. An AI API is a meter. Here is how to estimate tokens, input vs output, hidden costs, and real Shopify catalog vs chatbot bills — plus a free calculator.