Thoughts from ShopOS

ChatGPT handles copy, ideation, and one-off content tasks well. But ecommerce teams running large catalogs need batch workflows, SKU-linked generation, brand memory, and visual content at scale.

Nano Banana is a capable AI creative tool for individual design work. But ecommerce teams need batch workflows, persistent brand memory, SKU-linked asset management, and performance loops.

Higgsfield AI generates cinematic AI video. But ecommerce teams running catalog video ads need batch production, brand consistency, SKU linking, and performance loops.

Google Pomelli is a powerful AI tool. But ecommerce teams running large catalogs need batch workflows, brand memory, SKU-linked assets, and performance loops.

On January 11, 2026, Google and Shopify released the Universal [...]

Consider a fairly typical D2C brand doing around $2M in [...]

Monolithic chatbots or single-model assistants won’t power that future. The next era belongs to agentic stores: systems that understand, act, adapt, and improve.