@Claire Taylor Yes, I’ve definitely thought about applying this to Shopify and e-commerce as well. But I look at it a little differently. A lot of people jump straight to “automate the store,” but I’m more of an “operate before automate” person. Because if the offer, product data, customer journey, follow-up, reviews, inventory logic, and support flow are messy… AI just helps the mess move faster. Where I think this gets really interesting is the agentic discovery side. We’re heading into what will be the first true agentic holiday season in history, where customers may not just search manually anymore, they’ll ask AI assistants, shopping agents and LLMs what to buy, where to buy it, and who to trust. So for Shopify brands, the question becomes: Can AI understand your products clearly enough to recommend them? Can it trust your store enough to send buyers there? Can your backend handle the leads, questions, follow-ups, abandoned carts, and customer service once that traffic arrives? That’s where AI Ops connects with e-commerce for me. Not just “build automations.” Build the operational layer that makes the store discoverable, trustworthy, and ready for AI-driven buyers. I’m actually exploring this deeper right now researching AEO, structured data & schema markups, because I think Shopify/e-commerce is going to be a major lane once more people realize agentic discovery is not just an SEO problem, it’s an operations problem too.