Commerce AI playbooks

Practical field notes for turning product visuals, A+ content, model try-ons, and short video ads into reusable AI workflows.

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Sep 5, 2026Latest publish

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Vertical Video Safe Zones: A Preflight Checklist for AI Ads

Vertical Video Safe Zones: A Preflight Checklist for AI Ads

Test vertical AI video ads against placement overlays, crops, captions, disclosures, and CTA collisions before publishing.

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AI Product Photography Brief: A Per-SKU Shot List Template

AI Product Photography Brief: A Per-SKU Shot List Template

Plan AI product photos before generation with a product-truth packet, per-SKU shot matrix, reference hierarchy, and approval-ready brief.

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A/B Testing AI Video Ads: A Controlled Experiment Plan

A/B Testing AI Video Ads: A Controlled Experiment Plan

Build controlled AI video ad tests with a fixed control, one creative change, a primary metric, and a decision log your team can reuse.

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AI Catalog Image Release Checklist for Feeds and PDPs

AI Catalog Image Release Checklist for Feeds and PDPs

Map AI product images to the right SKU, variant, channel role, feed row, and PDP before releasing a multi-item ecommerce catalog.

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AI Video Prompt Troubleshooting with a One-Variable Repair Log

AI Video Prompt Troubleshooting with a One-Variable Repair Log

Save a failed AI video run, isolate its first visible miss, and repair one mode, setting, reference, motion, or timing variable at a time.

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How to Evaluate an MCP Server for AI Image and Video

How to Evaluate an MCP Server for AI Image and Video

Use a 12-check scorecard to compare creative MCP servers by tools, permissions, asset handling, approvals, costs, and recovery.

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AI Video Localization QA Checklist: 18 Pre-Publish Checks

AI Video Localization QA Checklist: 18 Pre-Publish Checks

Review translation, captions, dubbed audio, lip sync, rights, and channel exports with an 18-point AI video localization QA checklist.

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AI Content Repurposing Workflow for Ecommerce Campaigns

AI Content Repurposing Workflow for Ecommerce Campaigns

Turn one approved product story into platform-native images, videos, captions, and listing assets with a traceable AI content repurposing workflow.

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AI Jewelry Product Photography: An Accuracy-First Workflow

AI Jewelry Product Photography: An Accuracy-First Workflow

Use a product evidence record, change limits, a 12-point inspection, and a destination gate to review AI jewelry product photography.

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Ecommerce Product Video Storyboard: A Copyable 15-Second Template

Ecommerce Product Video Storyboard: A Copyable 15-Second Template

Plan a 15-second ecommerce product video with a copyable storyboard, claim-proof ledger, continuity rules, and channel approval gates.

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Text-to-Video Prompt Guide: From Idea to Reviewable Shot

Text-to-Video Prompt Guide: From Idea to Reviewable Shot

Turn a text-to-video idea into a six-field shot contract, acceptance matrix, and reusable workflow without hiding model limits behind prompt jargon.

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Image-to-Video Prompt Guide: Motion, Continuity, and Reuse

Image-to-Video Prompt Guide: Motion, Continuity, and Reuse

Build an image-to-video prompt around motion and continuity, then turn a documented Genflow example into a reusable production recipe.

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