The operator journal
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Build logs, practical frameworks, and clear thinking on AI and ecommerce. Start with the job in front of you.
More from the journal
Need the basics? Start at 101 →Amazon FBA Sell-Through Rate: Why Your Listing Creative Is the Most Overlooked Inventory Lever
Most sell-through rate advice covers inventory management. The bigger lever? Your listing images. Here's the math and the creative playbook for faster FBA sell-through.
Read more →Your AI Cost Model Has an Expiry Date on It: September 1
Claude Sonnet 5's introductory pricing ends August 31 and goes up 50%. The real problem isn't the increase — it's that promotional model pricing expires and nobody diarised it.
Read more →AI Automation Examples: 7 Agents Running My Business Right Now
Real AI automation examples from production. Seven agents with actual configs, costs, and time savings running ecommerce and advisory businesses every day.
Read more →Amazon Phone Case Product Images: The Hero Image Playbook for Amazon's Most Competitive Category
300,000+ phone case listings. 80% look identical at thumbnail size. Here's the image stack strategy from 14,000+ hero image optimizations that wins the click.
Read more →I Stopped Asking AI for Hero Image Ideas and Gave It 52 to Choose From
A build log: how I replaced generated hero-image concepts with a 52-tactic retrieval library, a selection rule set, and a validator that actually runs.
Read more →How to Use AI for Business Decisions Without Outsourcing Your Judgment
AI for business decisions isn't about letting agents decide for you. It's about better analysis in minutes. Here's the operator's playbook.
Read more →Amazon A+ Content at Catalog Scale: The Module System for Brands With More Than 20 SKUs
How to deploy Amazon A+ Content across a 50-500 SKU catalog without bespoke projects you can't maintain or one template that says nothing about any product.
Read more →Amazon Backpack and Bag Product Images: The Hero Image Playbook for the Category Where Compartments Sell and Color Kills
Most Amazon backpack listings look identical: black rectangle, white background, zero differentiation. The image playbook from 14,000+ hero optimizations for bags that win the click.
Read more →AI for Agency Owners: How to Run a Client-Services Business Where AI Does the Heavy Lifting
AI for agency owners isn't about selling AI services. It's about using AI agents to deliver better client work at higher margin. Here's how I rebuilt my agency around it.
Read more →Amazon Home Office Product Images: The Desk Accessories Playbook for Listings That Convert
Desk accessories are a $11B category where every product looks identical in search. The image-by-image playbook for desk organizers, monitor stands, and office products.
Read more →Amazon's AI Image Tag Doesn't Survive Your Export Pipeline
Amazon's synthetic performer rule is an XMP metadata keyword embedded in the file — and your ordinary creative export pipeline strips it. Here's the 5-minute check.
Read more →Amazon Product Image Zoom Optimization: The Conversion Surface Most Sellers Never Audit
Shoppers who zoom convert at 2-3x average rates — but most Amazon images fall apart under magnification. The zoom audit framework from 14,000+ hero image optimizations.
Read more →How to Future-Proof AI Agents: Build Automations That Survive Every Model Update
Most AI agents break every time a model updates. Here's how I build future-proof AI agents across 30+ automations that survive model swaps without rewrites.
Read more →MCP Got Its Biggest Rewrite Ever on July 28 — and It's the Plumbing Under Every AI Tool With Keys to Your Amazon Catalog
The MCP 2026-07-28 spec removes sessions, changes retry behavior, and rewires auth. What Amazon operators should ask every AI tool vendor before Q4.
Read more →AI Weekly Synthesis, July 27 - August 2, 2026: Amazon Built You Product Pages You Didn't Design
Virtual multipacks, Amazon's 26% ad growth, the MCP rewrite, FLUX 3, and the Seller Central default switch — five things operators should not have ignored.
Read more →Amazon Product Size and Dimension Images: The Scale Shot Playbook That Eliminates 'Not What I Expected' Returns
31% of Amazon returns happen because the product wasn't as expected. Here's the scale shot, dimension callout, and size reference framework that fixes the gap between what shoppers imagine and what arrives.
Read more →How to Schedule AI Agents: The Operator's Guide to Automations That Run Without You
Learn how to schedule AI agents to run on autopilot — cron jobs, event triggers, and the patterns that turn manual automations into overnight operators.
Read more →AI Agent Guardrails: How to Build the Constraint Layer That Makes Your Automations Production-Ready
AI agent guardrails are the constraints that keep your business automations reliable. Here's how to write, test, and maintain the rules your agents actually follow.
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